{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# 2023年暑期发团分析\n",
    "以下数据来源于2023年暑期发团数据"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  #设定默认字体\n",
    "plt.rcParams['axes.unicode_minus'] = False  #解决保存图像是负号“-”显示为方块的问题"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T17:31:18.415640Z",
     "end_time": "2024-07-11T17:31:18.450378Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "outputs": [
    {
     "data": {
      "text/plain": "       ID   出发日期   方向 线路代码  天数  城市ID 出发城市                 全陪  \\\n0    4478  07/04  华东线   W9   4   136   青岛    杜惠(17685897730)   \n1    4479  07/04  华东线   W5   4   137   淄博   王亚茹(13355252065)   \n2    4480  07/04  华东线   W2   4   148   德州   刘福翠(13793798521)   \n3    4481  07/05  华东线   W1   4   146   莱芜  亓占国 (13561709702)   \n4    4484  07/06  华东线   W9   4   137   淄博   郑丽丽(15163736067)   \n..    ...    ...  ...  ...  ..   ...  ...                ...   \n185  4702  08/25  华东线  J17   3   137   淄博   邓立真(15254936537)   \n186  4703  08/25  华东线  W66   4   137   淄博   孙亚茹(13468411910)   \n187  4701  08/26  北京线   B1   4   147   临沂   顾兴会(13719740970)   \n188  4704  08/26  华东线   W9   4   148   德州   王亚茹(13355252065)   \n189  4706  08/26  华东线   W2   4   136   青岛   孙宗启(15315360674)   \n\n                   地陪  车队ID                    车队      总车费   基础车价     公里数  \\\n0    王玉玲(15365377223)    63        青岛麒鸿通达汽车租赁有限公司  10996.0   3200  2869.0   \n1    王亚茹(13355252065)    13  淄博虬龙汽车服务有限公司(平安旅游车队)   8230.0   2800  2281.0   \n2    刘福翠(13793798521)    84          德州乐运汽车服务有限公司  12006.0   4000  2991.0   \n3    谢丹丹(15720821958)    76     山东莱芜长运集团有限公司旅游分公司   9000.0   9000     0.0   \n4    许斐斐(13151688050)    13  淄博虬龙汽车服务有限公司(平安旅游车队)  10043.0   3600  2476.0   \n..                ...   ...                   ...      ...    ...     ...   \n185  邓立真(15254936537)    13  淄博虬龙汽车服务有限公司(平安旅游车队)   8115.0   2400  2420.0   \n186  王建勇(13812646728)    55              淄博亿通旅游车队  11516.0   3600  2888.0   \n187  孙旭波(15110051288)    11              临沂纵航旅游车队  11700.0  11700     0.0   \n188  王亚茹(13355252065)    84          德州乐运汽车服务有限公司  12560.0   4400  3072.0   \n189  孙宗启(15315360674)    63        青岛麒鸿通达汽车租赁有限公司  11520.0   3600  2791.0   \n\n         油费   过路过桥费       车牌    车型  人数  \n0    5164.0  2632.0  鲁FB1786  53.0  46  \n1    3421.0  2009.0  鲁CS0971  37.0  23  \n2    5383.0  2623.0  鲁N23988  53.0  43  \n3       0.0     0.0  鲁S56985  37.0  22  \n4    4457.0  1986.0  鲁CS0263  49.0  46  \n..      ...     ...      ...   ...  ..  \n185  3630.0  2085.0  鲁MAY016  35.0  27  \n186  5198.0  2718.0  鲁CF6728  37.0  41  \n187     0.0     0.0  鲁FDP891  51.0  41  \n188  5530.0  2630.0  鲁NC4088  51.0  51  \n189  5023.0  2897.0  鲁BW5389  41.0  36  \n\n[190 rows x 19 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>ID</th>\n      <th>出发日期</th>\n      <th>方向</th>\n      <th>线路代码</th>\n      <th>天数</th>\n      <th>城市ID</th>\n      <th>出发城市</th>\n      <th>全陪</th>\n      <th>地陪</th>\n      <th>车队ID</th>\n      <th>车队</th>\n      <th>总车费</th>\n      <th>基础车价</th>\n      <th>公里数</th>\n      <th>油费</th>\n      <th>过路过桥费</th>\n      <th>车牌</th>\n      <th>车型</th>\n      <th>人数</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>4478</td>\n      <td>07/04</td>\n      <td>华东线</td>\n      <td>W9</td>\n      <td>4</td>\n      <td>136</td>\n      <td>青岛</td>\n      <td>杜惠(17685897730)</td>\n      <td>王玉玲(15365377223)</td>\n      <td>63</td>\n      <td>青岛麒鸿通达汽车租赁有限公司</td>\n      <td>10996.0</td>\n      <td>3200</td>\n      <td>2869.0</td>\n      <td>5164.0</td>\n      <td>2632.0</td>\n      <td>鲁FB1786</td>\n      <td>53.0</td>\n      <td>46</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>4479</td>\n      <td>07/04</td>\n      <td>华东线</td>\n      <td>W5</td>\n      <td>4</td>\n      <td>137</td>\n      <td>淄博</td>\n      <td>王亚茹(13355252065)</td>\n      <td>王亚茹(13355252065)</td>\n      <td>13</td>\n      <td>淄博虬龙汽车服务有限公司(平安旅游车队)</td>\n      <td>8230.0</td>\n      <td>2800</td>\n      <td>2281.0</td>\n      <td>3421.0</td>\n      <td>2009.0</td>\n      <td>鲁CS0971</td>\n      <td>37.0</td>\n      <td>23</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>4480</td>\n      <td>07/04</td>\n      <td>华东线</td>\n      <td>W2</td>\n      <td>4</td>\n      <td>148</td>\n      <td>德州</td>\n      <td>刘福翠(13793798521)</td>\n      <td>刘福翠(13793798521)</td>\n      <td>84</td>\n      <td>德州乐运汽车服务有限公司</td>\n      <td>12006.0</td>\n      <td>4000</td>\n      <td>2991.0</td>\n      <td>5383.0</td>\n      <td>2623.0</td>\n      <td>鲁N23988</td>\n      <td>53.0</td>\n      <td>43</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4481</td>\n      <td>07/05</td>\n      <td>华东线</td>\n      <td>W1</td>\n      <td>4</td>\n      <td>146</td>\n      <td>莱芜</td>\n      <td>亓占国 (13561709702)</td>\n      <td>谢丹丹(15720821958)</td>\n      <td>76</td>\n      <td>山东莱芜长运集团有限公司旅游分公司</td>\n      <td>9000.0</td>\n      <td>9000</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>鲁S56985</td>\n      <td>37.0</td>\n      <td>22</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>4484</td>\n      <td>07/06</td>\n      <td>华东线</td>\n      <td>W9</td>\n      <td>4</td>\n      <td>137</td>\n      <td>淄博</td>\n      <td>郑丽丽(15163736067)</td>\n      <td>许斐斐(13151688050)</td>\n      <td>13</td>\n      <td>淄博虬龙汽车服务有限公司(平安旅游车队)</td>\n      <td>10043.0</td>\n      <td>3600</td>\n      <td>2476.0</td>\n      <td>4457.0</td>\n      <td>1986.0</td>\n      <td>鲁CS0263</td>\n      <td>49.0</td>\n      <td>46</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>185</th>\n      <td>4702</td>\n      <td>08/25</td>\n      <td>华东线</td>\n      <td>J17</td>\n      <td>3</td>\n      <td>137</td>\n      <td>淄博</td>\n      <td>邓立真(15254936537)</td>\n      <td>邓立真(15254936537)</td>\n      <td>13</td>\n      <td>淄博虬龙汽车服务有限公司(平安旅游车队)</td>\n      <td>8115.0</td>\n      <td>2400</td>\n      <td>2420.0</td>\n      <td>3630.0</td>\n      <td>2085.0</td>\n      <td>鲁MAY016</td>\n      <td>35.0</td>\n      <td>27</td>\n    </tr>\n    <tr>\n      <th>186</th>\n      <td>4703</td>\n      <td>08/25</td>\n      <td>华东线</td>\n      <td>W66</td>\n      <td>4</td>\n      <td>137</td>\n      <td>淄博</td>\n      <td>孙亚茹(13468411910)</td>\n      <td>王建勇(13812646728)</td>\n      <td>55</td>\n      <td>淄博亿通旅游车队</td>\n      <td>11516.0</td>\n      <td>3600</td>\n      <td>2888.0</td>\n      <td>5198.0</td>\n      <td>2718.0</td>\n      <td>鲁CF6728</td>\n      <td>37.0</td>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>187</th>\n      <td>4701</td>\n      <td>08/26</td>\n      <td>北京线</td>\n      <td>B1</td>\n      <td>4</td>\n      <td>147</td>\n      <td>临沂</td>\n      <td>顾兴会(13719740970)</td>\n      <td>孙旭波(15110051288)</td>\n      <td>11</td>\n      <td>临沂纵航旅游车队</td>\n      <td>11700.0</td>\n      <td>11700</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>鲁FDP891</td>\n      <td>51.0</td>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>188</th>\n      <td>4704</td>\n      <td>08/26</td>\n      <td>华东线</td>\n      <td>W9</td>\n      <td>4</td>\n      <td>148</td>\n      <td>德州</td>\n      <td>王亚茹(13355252065)</td>\n      <td>王亚茹(13355252065)</td>\n      <td>84</td>\n      <td>德州乐运汽车服务有限公司</td>\n      <td>12560.0</td>\n      <td>4400</td>\n      <td>3072.0</td>\n      <td>5530.0</td>\n      <td>2630.0</td>\n      <td>鲁NC4088</td>\n      <td>51.0</td>\n      <td>51</td>\n    </tr>\n    <tr>\n      <th>189</th>\n      <td>4706</td>\n      <td>08/26</td>\n      <td>华东线</td>\n      <td>W2</td>\n      <td>4</td>\n      <td>136</td>\n      <td>青岛</td>\n      <td>孙宗启(15315360674)</td>\n      <td>孙宗启(15315360674)</td>\n      <td>63</td>\n      <td>青岛麒鸿通达汽车租赁有限公司</td>\n      <td>11520.0</td>\n      <td>3600</td>\n      <td>2791.0</td>\n      <td>5023.0</td>\n      <td>2897.0</td>\n      <td>鲁BW5389</td>\n      <td>41.0</td>\n      <td>36</td>\n    </tr>\n  </tbody>\n</table>\n<p>190 rows × 19 columns</p>\n</div>"
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_excel('./data/team.xlsm')\n",
    "data"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T17:31:18.453377Z",
     "end_time": "2024-07-11T17:31:19.509808Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\HP\\AppData\\Local\\Temp\\ipykernel_2688\\266367464.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data['每天车价'] = data['总车费'] / data['天数']\n"
     ]
    },
    {
     "data": {
      "text/plain": "       ID   出发日期   方向 线路代码  天数  城市ID 出发城市                 全陪  \\\n0    4478  07/04  华东线   W9   4   136   青岛    杜惠(17685897730)   \n1    4479  07/04  华东线   W5   4   137   淄博   王亚茹(13355252065)   \n2    4480  07/04  华东线   W2   4   148   德州   刘福翠(13793798521)   \n3    4481  07/05  华东线   W1   4   146   莱芜  亓占国 (13561709702)   \n4    4484  07/06  华东线   W9   4   137   淄博   郑丽丽(15163736067)   \n..    ...    ...  ...  ...  ..   ...  ...                ...   \n185  4702  08/25  华东线  J17   3   137   淄博   邓立真(15254936537)   \n186  4703  08/25  华东线  W66   4   137   淄博   孙亚茹(13468411910)   \n187  4701  08/26  北京线   B1   4   147   临沂   顾兴会(13719740970)   \n188  4704  08/26  华东线   W9   4   148   德州   王亚茹(13355252065)   \n189  4706  08/26  华东线   W2   4   136   青岛   孙宗启(15315360674)   \n\n                   地陪  车队ID                    车队      总车费   基础车价     公里数  \\\n0    王玉玲(15365377223)    63        青岛麒鸿通达汽车租赁有限公司  10996.0   3200  2869.0   \n1    王亚茹(13355252065)    13  淄博虬龙汽车服务有限公司(平安旅游车队)   8230.0   2800  2281.0   \n2    刘福翠(13793798521)    84          德州乐运汽车服务有限公司  12006.0   4000  2991.0   \n3    谢丹丹(15720821958)    76     山东莱芜长运集团有限公司旅游分公司   9000.0   9000     0.0   \n4    许斐斐(13151688050)    13  淄博虬龙汽车服务有限公司(平安旅游车队)  10043.0   3600  2476.0   \n..                ...   ...                   ...      ...    ...     ...   \n185  邓立真(15254936537)    13  淄博虬龙汽车服务有限公司(平安旅游车队)   8115.0   2400  2420.0   \n186  王建勇(13812646728)    55              淄博亿通旅游车队  11516.0   3600  2888.0   \n187  孙旭波(15110051288)    11              临沂纵航旅游车队  11700.0  11700     0.0   \n188  王亚茹(13355252065)    84          德州乐运汽车服务有限公司  12560.0   4400  3072.0   \n189  孙宗启(15315360674)    63        青岛麒鸿通达汽车租赁有限公司  11520.0   3600  2791.0   \n\n         油费   过路过桥费       车牌    车型  人数     每天车价  \n0    5164.0  2632.0  鲁FB1786  53.0  46  2749.00  \n1    3421.0  2009.0  鲁CS0971  37.0  23  2057.50  \n2    5383.0  2623.0  鲁N23988  53.0  43  3001.50  \n3       0.0     0.0  鲁S56985  37.0  22  2250.00  \n4    4457.0  1986.0  鲁CS0263  49.0  46  2510.75  \n..      ...     ...      ...   ...  ..      ...  \n185  3630.0  2085.0  鲁MAY016  35.0  27  2705.00  \n186  5198.0  2718.0  鲁CF6728  37.0  41  2879.00  \n187     0.0     0.0  鲁FDP891  51.0  41  2925.00  \n188  5530.0  2630.0  鲁NC4088  51.0  51  3140.00  \n189  5023.0  2897.0  鲁BW5389  41.0  36  2880.00  \n\n[189 rows x 20 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>ID</th>\n      <th>出发日期</th>\n      <th>方向</th>\n      <th>线路代码</th>\n      <th>天数</th>\n      <th>城市ID</th>\n      <th>出发城市</th>\n      <th>全陪</th>\n      <th>地陪</th>\n      <th>车队ID</th>\n      <th>车队</th>\n      <th>总车费</th>\n      <th>基础车价</th>\n      <th>公里数</th>\n      <th>油费</th>\n      <th>过路过桥费</th>\n      <th>车牌</th>\n      <th>车型</th>\n      <th>人数</th>\n      <th>每天车价</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>4478</td>\n      <td>07/04</td>\n      <td>华东线</td>\n      <td>W9</td>\n      <td>4</td>\n      <td>136</td>\n      <td>青岛</td>\n      <td>杜惠(17685897730)</td>\n      <td>王玉玲(15365377223)</td>\n      <td>63</td>\n      <td>青岛麒鸿通达汽车租赁有限公司</td>\n      <td>10996.0</td>\n      <td>3200</td>\n      <td>2869.0</td>\n      <td>5164.0</td>\n      <td>2632.0</td>\n      <td>鲁FB1786</td>\n      <td>53.0</td>\n      <td>46</td>\n      <td>2749.00</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>4479</td>\n      <td>07/04</td>\n      <td>华东线</td>\n      <td>W5</td>\n      <td>4</td>\n      <td>137</td>\n      <td>淄博</td>\n      <td>王亚茹(13355252065)</td>\n      <td>王亚茹(13355252065)</td>\n      <td>13</td>\n      <td>淄博虬龙汽车服务有限公司(平安旅游车队)</td>\n      <td>8230.0</td>\n      <td>2800</td>\n      <td>2281.0</td>\n      <td>3421.0</td>\n      <td>2009.0</td>\n      <td>鲁CS0971</td>\n      <td>37.0</td>\n      <td>23</td>\n      <td>2057.50</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>4480</td>\n      <td>07/04</td>\n      <td>华东线</td>\n      <td>W2</td>\n      <td>4</td>\n      <td>148</td>\n      <td>德州</td>\n      <td>刘福翠(13793798521)</td>\n      <td>刘福翠(13793798521)</td>\n      <td>84</td>\n      <td>德州乐运汽车服务有限公司</td>\n      <td>12006.0</td>\n      <td>4000</td>\n      <td>2991.0</td>\n      <td>5383.0</td>\n      <td>2623.0</td>\n      <td>鲁N23988</td>\n      <td>53.0</td>\n      <td>43</td>\n      <td>3001.50</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4481</td>\n      <td>07/05</td>\n      <td>华东线</td>\n      <td>W1</td>\n      <td>4</td>\n      <td>146</td>\n      <td>莱芜</td>\n      <td>亓占国 (13561709702)</td>\n      <td>谢丹丹(15720821958)</td>\n      <td>76</td>\n      <td>山东莱芜长运集团有限公司旅游分公司</td>\n      <td>9000.0</td>\n      <td>9000</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>鲁S56985</td>\n      <td>37.0</td>\n      <td>22</td>\n      <td>2250.00</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>4484</td>\n      <td>07/06</td>\n      <td>华东线</td>\n      <td>W9</td>\n      <td>4</td>\n      <td>137</td>\n      <td>淄博</td>\n      <td>郑丽丽(15163736067)</td>\n      <td>许斐斐(13151688050)</td>\n      <td>13</td>\n      <td>淄博虬龙汽车服务有限公司(平安旅游车队)</td>\n      <td>10043.0</td>\n      <td>3600</td>\n      <td>2476.0</td>\n      <td>4457.0</td>\n      <td>1986.0</td>\n      <td>鲁CS0263</td>\n      <td>49.0</td>\n      <td>46</td>\n      <td>2510.75</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>185</th>\n      <td>4702</td>\n      <td>08/25</td>\n      <td>华东线</td>\n      <td>J17</td>\n      <td>3</td>\n      <td>137</td>\n      <td>淄博</td>\n      <td>邓立真(15254936537)</td>\n      <td>邓立真(15254936537)</td>\n      <td>13</td>\n      <td>淄博虬龙汽车服务有限公司(平安旅游车队)</td>\n      <td>8115.0</td>\n      <td>2400</td>\n      <td>2420.0</td>\n      <td>3630.0</td>\n      <td>2085.0</td>\n      <td>鲁MAY016</td>\n      <td>35.0</td>\n      <td>27</td>\n      <td>2705.00</td>\n    </tr>\n    <tr>\n      <th>186</th>\n      <td>4703</td>\n      <td>08/25</td>\n      <td>华东线</td>\n      <td>W66</td>\n      <td>4</td>\n      <td>137</td>\n      <td>淄博</td>\n      <td>孙亚茹(13468411910)</td>\n      <td>王建勇(13812646728)</td>\n      <td>55</td>\n      <td>淄博亿通旅游车队</td>\n      <td>11516.0</td>\n      <td>3600</td>\n      <td>2888.0</td>\n      <td>5198.0</td>\n      <td>2718.0</td>\n      <td>鲁CF6728</td>\n      <td>37.0</td>\n      <td>41</td>\n      <td>2879.00</td>\n    </tr>\n    <tr>\n      <th>187</th>\n      <td>4701</td>\n      <td>08/26</td>\n      <td>北京线</td>\n      <td>B1</td>\n      <td>4</td>\n      <td>147</td>\n      <td>临沂</td>\n      <td>顾兴会(13719740970)</td>\n      <td>孙旭波(15110051288)</td>\n      <td>11</td>\n      <td>临沂纵航旅游车队</td>\n      <td>11700.0</td>\n      <td>11700</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>鲁FDP891</td>\n      <td>51.0</td>\n      <td>41</td>\n      <td>2925.00</td>\n    </tr>\n    <tr>\n      <th>188</th>\n      <td>4704</td>\n      <td>08/26</td>\n      <td>华东线</td>\n      <td>W9</td>\n      <td>4</td>\n      <td>148</td>\n      <td>德州</td>\n      <td>王亚茹(13355252065)</td>\n      <td>王亚茹(13355252065)</td>\n      <td>84</td>\n      <td>德州乐运汽车服务有限公司</td>\n      <td>12560.0</td>\n      <td>4400</td>\n      <td>3072.0</td>\n      <td>5530.0</td>\n      <td>2630.0</td>\n      <td>鲁NC4088</td>\n      <td>51.0</td>\n      <td>51</td>\n      <td>3140.00</td>\n    </tr>\n    <tr>\n      <th>189</th>\n      <td>4706</td>\n      <td>08/26</td>\n      <td>华东线</td>\n      <td>W2</td>\n      <td>4</td>\n      <td>136</td>\n      <td>青岛</td>\n      <td>孙宗启(15315360674)</td>\n      <td>孙宗启(15315360674)</td>\n      <td>63</td>\n      <td>青岛麒鸿通达汽车租赁有限公司</td>\n      <td>11520.0</td>\n      <td>3600</td>\n      <td>2791.0</td>\n      <td>5023.0</td>\n      <td>2897.0</td>\n      <td>鲁BW5389</td>\n      <td>41.0</td>\n      <td>36</td>\n      <td>2880.00</td>\n    </tr>\n  </tbody>\n</table>\n<p>189 rows × 20 columns</p>\n</div>"
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = data[data['车队'] != '张理理车队']\n",
    "data['每天车价'] = data['总车费'] / data['天数']\n",
    "data"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T17:31:19.513814Z",
     "end_time": "2024-07-11T17:31:19.531856Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\HP\\AppData\\Local\\Temp\\ipykernel_2688\\2322893591.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data1['每日基础车价'] = data1['每天车价'] / data1['天数']\n"
     ]
    },
    {
     "data": {
      "text/plain": "(array([ 1.,  4.,  1.,  1.,  6.,  1.,  5., 16., 19., 29., 26., 23., 20.,\n        10.,  3.,  2.,  2.,  1.,  0.,  1.]),\n array([ 368.28      ,  400.68266667,  433.08533333,  465.488     ,\n         497.89066667,  530.29333333,  562.696     ,  595.09866667,\n         627.50133333,  659.904     ,  692.30666667,  724.70933333,\n         757.112     ,  789.51466667,  821.91733333,  854.32      ,\n         886.72266667,  919.12533333,  951.528     ,  983.93066667,\n        1016.33333333]),\n <BarContainer object of 20 artists>)"
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data1 = data[data['公里数'] > 0]\n",
    "data1['每日基础车价'] = data1['每天车价'] / data1['天数']\n",
    "plt.hist(data1['每日基础车价'], bins=20, edgecolor='black')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T17:31:19.531856Z",
     "end_time": "2024-07-11T17:31:19.755446Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "outputs": [
    {
     "data": {
      "text/plain": "(array([ 1.,  0.,  0.,  0.,  0.,  2.,  2.,  2.,  2.,  1.,  1.,  1.,  1.,\n         3.,  0.,  2.,  4.,  6.,  2.,  3.,  5.,  6., 14.,  7., 10.,  5.,\n         8.,  8.,  8.,  9., 16.,  6.,  8.,  5.,  8.,  4., 10.,  4.,  3.,\n         2.,  2.,  1.,  2.,  1.,  2.,  1.,  0.,  0.,  0.,  1.]),\n array([1841.4  , 1877.197, 1912.994, 1948.791, 1984.588, 2020.385,\n        2056.182, 2091.979, 2127.776, 2163.573, 2199.37 , 2235.167,\n        2270.964, 2306.761, 2342.558, 2378.355, 2414.152, 2449.949,\n        2485.746, 2521.543, 2557.34 , 2593.137, 2628.934, 2664.731,\n        2700.528, 2736.325, 2772.122, 2807.919, 2843.716, 2879.513,\n        2915.31 , 2951.107, 2986.904, 3022.701, 3058.498, 3094.295,\n        3130.092, 3165.889, 3201.686, 3237.483, 3273.28 , 3309.077,\n        3344.874, 3380.671, 3416.468, 3452.265, 3488.062, 3523.859,\n        3559.656, 3595.453, 3631.25 ]),\n <BarContainer object of 50 artists>)"
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(data['每天车价'], bins=50, edgecolor='black')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T17:31:19.683455Z",
     "end_time": "2024-07-11T17:31:19.868573Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\HP\\AppData\\Local\\Temp\\ipykernel_2688\\819738278.py:3: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
      "  plt.scatter(dt['每天车价'], dt['车队'], cmap='rainbow')\n"
     ]
    },
    {
     "data": {
      "text/plain": "Text(0, 0.5, '车队')"
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "# 创建散点图\n",
    "plt.scatter(dt['每天车价'], dt['车队'], cmap='rainbow')\n",
    "# 添加标题和轴标签\n",
    "plt.title('各车队每天车价散点图')\n",
    "plt.xlabel('每天车价')\n",
    "plt.ylabel('车队')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T17:31:19.868573Z",
     "end_time": "2024-07-11T17:31:20.120531Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "outputs": [
    {
     "data": {
      "text/plain": "<Axes: ylabel='车队'>"
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x500 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dt.groupby('车队')['每天车价'].mean().sort_values().plot(kind='barh', figsize=(10, 5), rot=0)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T17:31:20.305375Z",
     "end_time": "2024-07-11T17:31:20.490520Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "outputs": [
    {
     "data": {
      "text/plain": "<Axes: ylabel='车队'>"
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x500 with 1 Axes>",
      "image/png": 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xYjRo0ICkpCQWLVrEb7/9RmhoKPv37ycgIIBKlSoxbdo0NmzYQPny5fHx8aFw4cL4+/szfPhwChUqBKQUph00aBAABw8edCq0uWvXLj744AOn/vj5+dGmTRuGDBnCV199BUC7du2wWCy4ubnh5eVFnjx5jPOjoqJo1qwZQUFB9O/fH0jJ5jhx4gT79u0DUgI2qUGIixcv8sknnwBw7NgxWrRokeZ3+d577znU7njSvXv3HOpqPC579uz07t3babWS2bNnM2rUKPLmzeuwf+LEiUyfPh0PDw+sVit3794lT548xrtMXVXIy8uL+Ph4Pv/8c9555x0gJdDw/fffc+jQIVxcXDh+/Dg//vgjc+bM4dSpU9y6dYtu3brx8OFDsmfPDsD58+cZPHgwp06dMtpv2bKFfPnyceTIEZKSknB1daVTp05OQaZq1apx7Ngxozhr6u8v9bdrs9kICgri3LlzTu9l6NChlChRgg8//JDSpUtz5swZ8ufPz8aNG3nrrbfSfJc5c+Y0AiRPY7FYHDKZoqKintlGREREREQk1d8S+HBzc6N37960aNGCgIAAVq5cSadOnYxB482bN41VImJiYqhRo4ZRlyOV3W4nKiqKyZMnExERQXR0NJMnTyYhIcEYBD5+bunSpR1qfDy+Kszz2LRpk1GbItWcOXPYuXMnEyZMcNjv4uJi1Dro0KED7du3d5hWM2vWLA4ePOh0j1atWlGiRAkqVKhA1qxZjToQM2fONKbvpA5cU6UWo0zN9Hh8gNi9e3eGDx/OwIEDOXjwIK+99hqQ8v5v3LhBTEwMrVq1YsqUKQQEBPDqq69SsWJFJk6cyIQJEzh79ixHjx7l7t27xkB9zpw59OvXj6lTp/LRRx/x6quvOvQHcOjPk2bOnEnBggWNZWJXrlzJhQsXiI2NpX///qxdu5bY2Fi8vLw4duwYFouF9evXYzKZCA8PZ9myZWzdutXhmh06dMButxsFNSGlBkhqwdHHdevWzWF52LR4eXk5FR5NTEzE1dUVV1dXgoODcXd3d7j2mjVrHGqVQMqqLJ988okRjHnvvffImjUrn3/+udGuTZs2lCxZMs1VXmJjY+nZsycDBgygWLFiuLi4GMFBs9nMo0eP2LVrF23btmXx4sU0aNCAzJkzM3PmTCAlgNijRw9atmzJkCFDcHFxwcPDg2nTpnH37l2n9zht2jS8vb0pXrw4mTJl4pdffqF169ZG5o7dbk93Gd6XXnqJTp068dVXXzFt2jR27dpFcHAwI0aMICIiIs3fQ0xMjMN3lp4JEyY81yo4IiIiIiIiafnbanwAHD58mBUrVmA2mylZsqRR7yAgIIBly5YRFhbG5MmTHdLtU3l4eNCsWTNCQ0OZOnUqXbt2JTQ0lHLlytG9e3fjvOTkZJKTk51qfKxcuTLdKTBPOnXqFLt376ZLly7GvtSMkxUrVjjVdICUpW8HDBiAm5ubUy2R9FYuCQgIoG7dumTPnj3dvrm5uTlM0bl69SqlSpUyBvmPv6scOXKQO3du9uzZw/79+41pLgCjR4/GZDLx6aefUr9+fUqXLs2xY8cYP348pUuXpkyZMrRt25ZLly4xcOBAAG7dusXy5ctZu3atkdFx8OBBh1oVYWFhrFy5Mt136efnR9asWbl586axr0KFCqxfv56xY8cyfvx4Y7pI9erVOXTokDFonjJlCo0aNaJy5cpAylSV1OkqHTt2NFYUAZ5av+VpU5wAChQowOXLlx32vffee8ZytTly5MDPz48CBQoY5xcoUAB/f398fX3x9fU1MlRS7dy5k0WLFlGwYEGj7sWRI0fYuXMnvXv3TrMfd+7cwcfHh8TERKfpJUFBQaxYsYIePXqwcuVKh++2Xr16nD171qHoqclkIiQkhGLFijFx4kR+/fVXSpYs6VA35fXXX+eVV15JM3so9RpPe6/58+fnzp07REVF8dNPP9G8eXOaNm1qBGKedPny5TSXQX7S0KFDiYyMND6p9UxERERERESex9+2qguk1Ilo1KgRQUFBnDp1yhikRUVFGcUeExMTadmypUO7e/fuUb58eaeaFl9//TUxMTFs2bKFjz/+mNWrV1OnTh2nzI6TJ08ydOhQp+umJSEhga5du9K9e3eyZcvGvXv3SEhIoHXr1owZM4by5cs7tTl37hxff/2101Kwqfz9/Z3qX1y7dg2TyeQUFElKSiI8PNwYLNvtdiwWC15eXuTIkYPz589TvHjxdPvftWtXWrduTb169ZwCNMHBwYwfPx4PDw+2bNnCO++8w/nz540+9OzZ01ixBiBv3rzs3bvX6BfwuzI+7t27x8CBAzGbzQQFBRn7K1SowM2bN4mOjubw4cMOQZ/Uv2/evMns2bMdimFu3bqVFStWcOTIEaepRJDyO3qy/sjDhw/p0aNHuu8L4OWXX+bcuXMOGQnLli1zOi8iIoKsWbNy7dq1dDNcUpUrV441a9awbds2KlasSN68eblz5w7jx49Pc5lhSAnsdOnSxaiZ8uT1EhIS2L17t8O0nPv373Pw4EECAwO5cOECbdq0MY4NGzaMYcOGMXXqVM6dO8eXX34JpHxft27dcqod8/DhQ2w2m0OBUpvNhsVi4aWXXjKCbFevXmXAgAH89NNPzJ49m8mTJ9OkSROyZcvGxx9/TOXKlencuTP58uUzrmO329m2bZtTwdq0PF7nRkRERERE5Pf62zI+zp8/z+HDh+nWrRsAZcqUMbIW8ufPzw8//EBERASzZ892auvv78/Nmzc5deoUzZo148GDB0bbatWqsWnTJm7fvu2wukuq69evc/jwYW7fvs23337rcMxutzN79mxjuojdbufdd98lJiaGMWPGAClBjbt379KmTRt69eoFpCwnmjp9IikpiS5duvDBBx+kG5AoVaoU58+fx263s2PHDgAaNmxIUFCQsepL6ufixYt06tTJYV9QUBAhISFASibByy+/7PAMj6tSpQr3799P85iPjw9ms5kbN27Qp08f+vXr5xB4uX//vrGcbnqeN+PDZrORI0cO4uPj2b59u0Og4uzZs0yaNInvvvuOW7duObW12+306tWLDz74wAhk2Gw22rdvT3R0tMPUkVQxMTFkyZLFqW/Dhg0zplSlVVwWUjIb3nnnnTSv+0dlzZqVFi1aEBISQq9evTh//jwvv/wyAwcOpGvXrpw5c8bh/IiICPbu3UuFChWIjo5Oc+DfpEkTxo0b57Bv06ZNNGzYEA8PD3bu3EnFihWf2bcTJ04QFBTk9Ptr3bo1v/32m9Nv78k6HwUKFKBYsWKsW7eOIkWKMGfOHKNfRYsWpWvXrrzzzjsO02SWLFnCG2+88VxTXURERERERP6Mvy3w8dlnn9GoUSOyZ89OcnKykfHh5+fH9evXad68OX5+fvTq1ctpgOri4oKPjw+5c+fmxIkTLF682DiWkJCAyWQiU6ZMuLm5sXbtWt566y3Kly/P4sWLuXPnDnfu3KFLly5GnYnUeg6XL1+mT58+REdHExkZyVtvvcXevXvZsGEDd+/epXv37nTu3Blvb2+HVUN++OEHKleubAzQL1++zMiRI9N99mLFipEvXz6mTZtG48aNiY2N5fTp08THxxsBnNRPUFAQ69evN7YjIyOxWCxMmTKF2NhYli9fTtOmTbl58yaTJ082MgOsViv37t2jTZs2/Pvf/+bSpUs0a9aM27dvG/0IDw9n2rRpVKhQgRIlSjB48GAAjh49yrZt2/j555+N2h5PSm9Z02PHjrF3716nKRFJSUmYTCZmzZplBB4ePnxIcHAw9erVo2nTprz//vtUrFiROXPmEBcXZ7Tt2LEj69ev5+eff6ZixYoEBATg7e1NzZo1yZcvH2PGjHGa/uDn55fmFJKhQ4fSrVs3vvnmG2bPnp1uJsHgwYP57rvv+OWXX9I8/vg7SO9dQMpva9OmTUybNo0WLVpQoEABQkNDOX78OBs2bODUqVO4ublRrlw5OnfuTGRkJADTp0+ncOHC2O12pk6daqwCExcXR0hICJ07d2by5MmsXLmSfv36Gb/hJUuW0KxZMxYtWkSRIkUIDAwkJibGIYvmyTodlStXxmq1EhMT4/Db2759O/ny5XPYFxMTg9VqpWzZssa1XFxcmDhxIsnJyTRp0oQpU6Y4TGEZP3480dHRNGnShLi4OK5du8aECRMYP358uu9NRERERETkRflbprrExsZy7do1PvzwQyClQGeZMmXSXF500aJFbNiwAXBe3cHd3Z0tW7aQM2dOHj58SKVKlXjw4IHDYD1nzpwUK1aMAQMGULFiRSOV/9GjR0RERHDmzBnat2/Pt99+S1RUFO+++y7+/v789NNPXLp0iT179lCgQAEaNGhA4cKF+fXXX3n99dfJlSsXmTJlIikpiUePHjFt2jRMJhNt27alXr16+Pr6PvUdzJgxg4YNG9KpUyejKGZaLBYLCQkJaR5LTk6mZ8+elCtXjri4OFauXMmUKVOAlMDHxo0badmyJYMHD6ZXr14MGzbMGOgvXbqULl268OabbxqFMVNrX0yePJmff/6Z6tWrU7du3TTvnV6fli5dyooVK5xWTXkyOBAfH28EoDZu3IjJZGL48OEUL16c3bt3OwQkChUqRJcuXShXrhxBQUEULVqUAgUKGN9lo0aNmDdvHmPHjjXaBAYGOmw/ztvbm+nTp2M2m43VZZ6UOXNmVq5cyeDBg9m0aVOa56ROA0rvXUDKb3TkyJHkzZuXBg0aMGfOHIcsmsDAQObOnUv37t1Zvnw5WbJkAeDSpUt88skn2O12fv31V2bOnInFYuHIkSO0adOGSZMm4evry08//UTjxo2pWLEi//rXv9i5cyezZ8/mjTfeYNGiRaxYsYLevXvz73//G4ABAwawatUqPvroo3T7nOppv71Uj08j2717N0OGDKFjx44O53h4ePDjjz/y+eef4+npyZgxY5g1a1a6K+eIiIiIiIi8SCZ7evn+/4UOHTpEyZIljcHjn5WcnPzcBVD/iMTERNzd3Z9ZbPOvYLPZCAsLo3Dhwi/0ur/nnaVVu+KPCA8PJ2vWrH/Je/yrfwO/14ULFyhWrJjDvujoaHx8fICUgEmRIkW4ceMG+fLlw2azOawGs3PnTmw2GzVr1nSqzfKf8mffaVRUFL6+vuTr9x0u5szPbiAiIiIiIi9E2MRGf3cXHKSODSIjI58aB8hQgQ8RyfgU+BARERER+Xv8twY+/jn/K1tERERERERE5AX7W5ezFRH5o0JH13th09pERERERCTjUsaHiIiIiIiIiGRYCnyIiIiIiIiISIalwIeIiIiIiIiIZFgKfIiIiIiIiIhIhqXAh4iIiIiIiIhkWAp8iIiIiIiIiEiGpcCHiIiIiIiIiGRYCnyIiIiIiIiISIalwIeIiIiIiIiIZFgKfIiIiIiIiIhIhqXAh4iIiIiIiIhkWAp8iIiIiIiIiEiGpcCHiIiIiIiIiGRYCnyIiIiIiIiISIalwIeIiIiIiIiIZFgKfIiIiIiIiIhIhqXAh4iIiIiIiIhkWAp8iIiIiIiIiEiG5fZ3d0BE5I8oHbwFF3Pmv7sbIiIiIiJ/mbCJjf7uLmQIyvgQERERERERkQxLgQ8RERERERERybAU+BARERERERGRDEuBjwxo8+bNHD58+IVdLzY21mHbbrene+6RI0eYPn36M68ZHx+PzWZ7rvvPmTOHqKgop/3Dhg1j3Lhxz3UNgJ9//pnr168/9/mp4uPjf9f5165dY82aNb/7Pn/Gtm3baNGiBcnJyf/R+4aFhXHr1q10j8fGxj739ywiIiIiIvJXUODjHyY8PJxTp05x7tw549OmTRu6d+/usO/kyZNpBgMAxo0bR1hY2HPf85tvvmH58uUO+wIDA42/S5cu7XCsb9++9O/f32mQ/ejRI7Zu3cqOHTt48OABDx48IDExEUgZADds2JCbN28C0KRJEwoWLEhgYKDx8fPzw93dne+//964ZnJyMuvWraNDhw5OAZeoqCiio6PTfKb4+Hh69uzJ+fPnjX3du3fnxx9/fM63kuLu3bvkzp2b06dPP/W8RYsW0aNHD8qWLUutWrXYtm0b165dw2w2G8/30ksvUalSJae24eHhBAUFsWfPHpKSkkhISODBgwdcvHiRbdu2MXXqVBYtWuTQJvW9ptq0aRN2ux0XF8d/0na73eFcV1dXChQoQM6cOQkICMBqtWIymRy+B39/fzp27Jjmc9rtdpo3b87Zs2cBGDFiBBMmTEjz3NjYWLJnz062bNnw9/dP9+Pt7c2//vWvp75fERERERGRP0qruvzD3Lx5k//3//4fnp6exr7bt28TGRnJhg0bgJTBZ0JCAm+//TZZsmQBYOLEiUybNo3s2bNjsVgYM2YMY8aMMa5x5coVTpw4QdGiRY19JUqUwM/Pj3v37mEymZg2bRpVq1Zlz5493L9/nypVqgBw7949atasyc6dOwEYOnQo9evXZ9u2bdStW9e4Xvny5cmZMyeZMmWidevWnDx5ktWrV1OrVi28vLzIkSMHHTt2ZMeOHWzbts3od4ECBShXrhxvvvkm8+bNo2XLlsY1XVxcWLFiBaVKlWLJkiV07tzZOObq6mo8/5PMZjMBAQG8+uqrrF+/HpPJxOnTp5kwYQL//ve/jfMSExOpXLkya9euBSAuLo6kpCTc3NxwcXFhzpw5VKxYkcKFC5OQkODw/n19fY1AQ2JiIhUqVODMmTOMHDmS1q1bEx4eTpkyZfjll18AOHfuHF27dnXq64ABAyhRogQPHz4kX758ZM6cGavVSlxcHHXq1CFPnjwkJiZis9lwdXUFoFSpUty7dw93d3cgJXji4+ODv7+/w7UtFguFChXixIkTAHh4eHD+/HlmzZrFxYsXcXd3x2QyOQTKFi1axJ49e9J8r1u3buXo0aMUKlQIgP79+1OzZk3GjBlD1qxZHc718vIy3tnTTJ061SHYJSIiIiIi8iIp8PEP8/LLL/Ppp5/y888/OwxqXVxcuHDhApAymG3SpAlFihQx2rm5udG5c2fGjBnDxIkTGTp0qNHebrfj7u5O3rx5He6VI0cOxowZww8//IC3tzd16tShRo0aAJQrV45Dhw4Zf6cGPQDy5MnDzz//TN++fXn77bex2+2MGjUKd3d3Zs6cyU8//cSwYcOoWrUquXLlMtpNmTKF0aNHY7VaMZvNANSrV4/atWvj4eHBvHnzaNq0qdM7yZo1K9u3b6dYsWL07t0bSAl67NmzB29vb+7fv09ycjKJiYmMGTOGnDlz4uLiwvDhw3n55ZcpXLgwHTt25NNPP2XEiBFPff+TJk0iJCQEV1dX7HY7FosFDw8PMmXKRKZMmXBxcSE5ORmLxcLly5eNzJju3bsDOGSUPJl9AWAymYy/k5OTGTJkCIsXL2bHjh1UrVqV27dvA7B69WpmzpzJypUrjfOTkpKMvy9evGj8vWzZMnr16sWtW7fw8vJ66vOlBk527NhBr169gJRgyONZPREREdSvX9+prc1mY8iQIYwYMcL4/ipUqECdOnWYOHGiQ0AJIDIyEpPJhIeHR5p9sVgsZM6cshxtWu9KRERERETkRVDg4x8kOTmZsLAwZs6c6TAQHDZsGNmyZWPgwIHGPpvNxuXLlylUqBAmk8k4326389NPP/Hbb78xd+5cAO7fv4+vr6/ToPjevXt8/PHH3L9/H1dXVzZt2oTNZuP48ePcuXOHatWqARATE2O0SUxMJDQ0lPLlyzN9+nS8vb0pWbIknTp1Ys6cOWTOnJmxY8fStWtXHj16RLZs2Yy22bJlY9q0aQAUKlQIDw8P3NzccHNzw263M2zYMAYNGoSbm5sxtSQ1+6JEiRIAFC1a1JjSsXnzZsqWLUvhwoWx2+1YrVZjkL1582by5s1LkyZNWLBgAZcuXWLo0KEEBATg5eVlBCASEhI4efKkkTkSHBxMcHAwdrud1q1bU6dOHRo2bEhgYCDh4eEOmTiPi4+PN4IBycnJxMXFARAdHc2uXbsAnOqL/Pjjj1y+fJmGDRtiMpkoVaqUcY2oqCgePnzoEJDInj07u3fvdrhGVFQUQ4YMoV27ds8Mejze18OHDzvUIQkNDTX+XrRoEfv27XNqN23aNFxcXOjWrZvD/kmTJlG+fHlat27tMJWnRYsW7N+/3wjAPclqtbJ169bn6rOIiIiIiMgfpcDHP0hUVBSFCxdO9/jnn3/utC8+Ph5PT08j8GE2m1m9ejWvvPIKn3zyCRs3bmTNmjVUqFDBqW3OnDmdMj5GjhwJQO7cuY3Bb7ly5Yw2hw8fpm7dugQHBzNo0CBMJhOurq7GlAmz2cygQYOIjY3l7t27+Pn5ASmD4ytXrlCzZk3atm2Lm5sbu3btInfu3Hz66ae4ubkxYsQIwsLCaNGihXG/ypUrc+bMGRITE4mJiaFPnz7GsZCQED766CMqVqzo9GxXrlzhvffe44033mDRokXUqVOH/Pnzc+3aNSPrAVKCFE9mG9hsNnr16sWbb75Jjx49uHPnjvFuISUYY7FYHAINjRs35t69e5w5c4Zff/2V4cOHc+jQIe7fv8+XX34J4FSPpEmTJjRp0oTWrVsDjlkcqRkfqUGTtNjtdt59913u3bvH1q1bHeqyQErmRvPmzZ3qg2zfvp2AgIB0gzip7+VxP//8MyNHjmTnzp24urpy7NgxSpQogaenJ4ULF2bSpEk0adKEPXv2UKxYMSAlq+R5HDt27KnHLRYLFovF2E6vto2IiIiIiEhalF/+D+Lr68v9+/eNop1P+6RmBKQOXh8fqObKlYvz589TsGBBgoKCaNGihdPgF1L+j/vvVa1aNQ4cOMD3339PZGSkw7HU4qO1a9dm5MiRZM+enUyZMgFQpkwZkpKSjOkzbm5uVKpUicDAQKZOncrnn39OYGAg1apVcwhMHD16lBs3bpCcnOwwUD969CgWi4V79+6xcOFCp3726tWLs2fP8s477+Dp6cmECRMoUKAAhQsXdijkmdZ7adOmDfPmzaNnz56YTCZeeuklANzd3XFzc8Pd3Z3s2bM7tNm+fTvLly8nOTmZL774gjNnzuDq6kqhQoVYuXIlK1euTDNwBSmBlqSkJDZt2kSRIkUoV64cI0eO5MqVK5QrV46yZctSqFAhwsPDHdp9/PHHrF27lgIFChAWFub06devnxGseVz16tWxWCx88803xr7AwEAyZcpEvnz5+PTTT/H19TWOnT59mubNmzNixAijCGnHjh0dVtTp3r07zZo1o1q1amzevNnYP2fOHIf3/fjnebM9JkyYgK+vr/HJly/fc7UTEREREREBZXz8o5hMJvz9/dm2bRuNGzcmd+7caZ734MEDxo4dS//+/Y19np6exgA7LZ9//jmPHj2ib9++RtHTq1ev0qtXL6KioggICGD27NlGQdPbt28bfz8+1QVSMkDWrVvnVMwyddnS/PnzU6dOHSZPnmwcq1+/Pjdv3uTSpUtAShDhyJEjaWZ8pGZApPV+Uo0bN45OnTrh4uJCz549CQgI4M0333Q439fXlzfeeAOA6dOnM2vWLIegSps2bdJc/nX48OEMHjyY0qVL4+3tzYMHD8iRI4dDjY20gkYLFiwAUgIFs2bNeu6CnV27dqVo0aIUKFDAeD9Pk5CQwIcffsgPP/zAuHHj+PTTT52yPSAl46Ndu3ZO+318fJg2bRojRoygQ4cOQMqytO3bt2fQoEGUK1fOYZWfDRs2ULduXT755BMgZenchw8fMmTIEIfrfvnll2TLls2h9gyk/F5++OEHh31FihR57mVuhw4dyoABA4ztqKgoBT9EREREROS5KfDxD5Q6fWD06NFpHp81a5bDaiZnz56lS5cu9OrVix9//JFVq1YZmQwXL14kV65cZMmShb59+5IzZ04gJTsjT548TJkyhQ0bNjBixAjefvttvv32WyClgOnjxU0fFxkZSalSpYw6HHfv3jVW+mjevLlxXkhICCaTySjK+jibzUalSpVwdXUlIiICk8nE/PnzSUpKSjfgk+rLL79k//79zJ07l5w5czJ69GjatGnDoUOHKF68uHGe3W6nevXqjBo1yqFfqdIrupnWtKAnPVm34s6dO3z33Xe8+uqrlCpVil9//ZVly5Zx+vRpo05HYmKi8f4f9/DhQ4KCgvD29k7zXnFxcXTs2JF58+YBKdNOLly4wKFDh7h27Vq6AZNPP/3UmKbzpKCgIK5cueL03N988w0hISFYrVYaNGhAtmzZGDJkCMnJyUbgafTo0YwZMwYfHx8A1qxZQ926dfHx8XFa2ja9+h7gGMh6GrPZnGbmioiIiIiIyPNQ4OMfyM3NDZvN5pRpkerxVVEAmjVrxpo1ayhTpgyJiYk8ePDAONa9e3cGDx5MgwYNiIqKMoqN3rx50/j70KFD7Nu3j8uXL7Nz505CQkJITk42VniBlEHx9u3b8fPzY86cObz22mssW7aMjRs3YrPZyJEjB1u2bMFkMmGz2UhOTubIkSMMHTo0zWdISkpKM+MjNDSULl26pPtuZsyYweDBg/n++++NIMKQIUM4cOAAzZo145dffjEG5AsXLiQmJoYGDRqkeS1/f3+HZVxtNhthYWGYzWbc3P7vn0bqFJPHgwipK7vkyJEDd3d33n77bfr06WMEi7788kuSk5NZvHixw3K2TxYGhZQATLt27Yxg1fz58wkKCuL1118HUgIYj3+n1atXZ+/evQBcu3aNa9eu/a6Mj19//ZXPPvuMZs2aOexv3bo1RYsWZfXq1U6r66TWQVm7di3h4eEOy/J+/fXX7Ny5k5kzZzrdC0iz/shvv/323BkfIiIiIiIif4YCH/9QYWFhfPrpp2kee3wQDP9XeyIxMRGr1UpCQgLXrl3DarWSlJRk1MaIjIw0alOcOXPGGIzWqVOHevXqUbJkSV5++WUOHjxoDH7tdjtXr141VlWJiIjg888/Z+vWraxcuZK5c+fy+uuvkzdvXj799FMj8NGiRQvq1KnjsJwtpKxskroCy5NOnz5N5cqVnaasrFixAkhZcSU5OZlVq1Y5BTMWLFjAlClTjOVRr1+/zsCBA1myZEm62QKlSpViy5Yt/Pbbb8TGxpIlSxaCgoIwm80OmQqptUsezyax2WxYLBZWrVpFkyZNaNWqFb169aJly5ZAylLB6RXhTEpKwtXV1ch4ePxdPHjwgP79+7N8+XKsVivu7u7pZqak+j0ZHzabDR8fH0qWLOn0+4qPj+ejjz5izpw5NGjQwClbI3Wq1Pz5840pQxaLheHDh1OrVi06dOjAq6++6tAmJiaGunXrOk11adOmjZHhkvp+RURERERE/goKfPwDJScnU6VKFacVPZKTk7l9+zbvvfeewzSBXLly0bx5czw8PPDw8MDd3Z133nkHd3d3zp49S2JiIpAycE0NfGzevJmKFSsSFRXFd999R3x8PLt27WL37t3YbDZWrFhBixYtuHDhAo0bN2b//v3kyZOHCRMmUKlSJV555RVeeeUVow+3bt1yeo6ZM2eSN29eAM6fP8+MGTOIj4+nUqVKFCxYkFOnThETE0PVqlUxmUz4+PgwatQo/vWvf3HgwAFee+01JkyYwIwZM1i7di1z5szh3r175MmThwMHDpA7d248PT0xmUxYLBZat27NsWPHCAoKomXLllSsWJHGjRun+55TC3Z+/fXXbNu2jd27dzvU8Uh17949cuXKxaNHj9KdnvHRRx8BKYN4u93OqFGjmDJlCmaz2VjZJvV45syZuXr1qlE0tUmTJtSuXZuzZ8/SuXNnOnfuTMOGDSlRogT58uWjTZs2dO/ePc37ppU1Ybfb2bt3LydPnjTukSopKYmiRYsSEhICpNTLsFqt1KxZk7x587Jw4UJatmxJ5cqVGT16NE2aNAFSlkR+8803efToEZMnT2bgwIHcvn2b+Ph4ChYsSKlSpejVqxdHjx51WCWnTJkyDs+fatWqVVy+fJklS5awdu1aI2AlIiIiIiLyoinw8Q/0+NKdjzOZTLRu3Zro6GhjdQ14+rKhx48fZ//+/WzcuJGjR48ay+W+/PLL1KhRg8WLFzNkyBCqVq1K/fr18fDwoFu3buzZswc3NzdKlizJxx9/TNeuXdm4cSOjRo1Kt25EqgMHDvDVV1+xfft2Y4D9/vvv07NnT3r06MH58+dZvnw5U6ZM4dKlS0RGRmKxWIygg8lkol+/frz22msA/L//9/+oWLEizZs3Z82aNXz//ffMmjWLmzdvOmVVfPbZZ1SoUIFOnTpRt27dp/YzZ86cDB8+nI8//phly5ale17q95GQkGCsUpOehIQEEhISCAkJMZ79aaZNm8aRI0c4deoUd+7cYciQIfTv3x+TycSvv/7KmjVrmDt3Ln379mXGjBlOAZCEhASna5pMJgYMGEBMTAwff/yxw7EnAyUXLlwgZ86cvPfee3Ts2BGTycQPP/xASEgIt2/fNs7z9/enYMGC1KhRgzJlylC0aFGKFi1Knjx5gJTMjqJFi7Jjxw7q1KljtKtdu3a6z+7p6cnQoUMpX748I0aMeOa7EhERERER+SNMduWZ/1dJTk52+D/qz2PdunUcOXKEpk2bOgRM0hIeHk54eLjDyhzJycmcOHHCIcPjaSIjI5k9ezaVK1emZs2amEwmoqKi8PHxee6Cls8rOTnZmCri6urqUJvjeVkslr+teObx48c5ceIEpUuXpmzZsun2f9++fRQvXhx/f//nuu7v+Z0kJCQ4LBX8Rz148OC5+/dnREVFpSxr2+87XMzKFBERERGRjCtsYqO/uwv/aKljg8jISIcFQJ6kwIeI/FdR4ENERERE/lco8PF0zxv4+H2pAyIiIiIiIiIi/0VU40NE/iuFjq731KiuiIiIiIgIKONDRERERERERDIwBT5EREREREREJMNS4ENEREREREREMiwFPkREREREREQkw1LgQ0REREREREQyLAU+RERERERERCTDUuBDRERERERERDIsBT5EREREREREJMNS4ENEREREREREMiwFPkREREREREQkw1LgQ0REREREREQyLAU+RERERERERCTDUuBDRERERERERDIsBT5EREREREREJMNS4ENEREREREREMiwFPkREREREREQkw1LgQ0REREREREQyLAU+RERERERERCTDcvu7OyAi8keUDt6Ciznz390NEREREfkTwiY2+ru7IP8DlPEhIiIiIiIiIhmWAh8iIiIiIiIikmEp8JHBWSwWEhMT/7LrT58+naioKABsNtsz75WUlPS7+hMTE0NycvJznXv16lV++eWX5752qvj4+Kcev3XrFosXL37qOYmJiYwePZrY2FhjX1JSEm+//TaXL19Os01SUpLD9oEDBxy2T548SWho6FPvCxAdHU2VKlW4evXqM899kSIiIjh9+nS6x+Pj47Farf/BHomIiIiIiDhT4CODqVatGsuWLTO2e/XqxahRo5zOq1GjBgULFqR06dJkyZKFTz75hBkzZhAYGOj0CQkJSfNeS5YsYcOGDXh5eQGwf/9+Xn31VapWrUq1atWoVq0aXl5elClTxth+7bXX6NevX5rXu3TpEu7u7g77/Pz8uHDhQprnjxs3jh9//NHYnjp1KpMmTXrq+0lLlSpV+Prrr9M97uvry/Tp09m1a1e657i7u/Ptt986XGf79u0cOHCAgICANNu0b9+e4cOHk5ycTEJCAu+++y579+41jk+ZMoUvv/zSqZ3VasVutxvbu3bt4uLFi+TPn9/p3MeDTLVr1yZXrlzkz58fk8nExYsXqVq1Krlz5za+64CAgHT7CzB06FDWrFkDwOrVq2nXrl2659auXZvs2bPj7++f7idr1qyYTCbi4uLSvY6IiIiIiMifYbI/PoKS/zqnT5/m1VdfJUuWLLi5uXHnzh2yZMlC5swpRR/Dw8NxcXHBz88Pq9VKZGQk165d4+2332bw4MHUqVOHoKAgFi1axJ49e7hx4wYzZ840rv/JJ5/g7u7O2LFjHe778OFDqlSpws8//0y2bNnS7V/p0qWZOXMmNWrUSPP40KFDmTdvHt7e3thsNm7duuUwgL9+/Tp58+bFzc2N2NhY3njjDWPgvX79erp06UJwcDBdunQhf/78eHp64uHhYbRPzTC5d+8ekBI0iI2Nxd3dHVdXVw4cOMBbb71FaGgovr6+RjuLxYLZbMbT0xOAixcv0qpVK44ePeoUnEn1/fffk5SURNu2bQGoW7cuR44cMa5rt9uJiYlhzJgxfPjhh/z22280b96cDz/8kHfffZcNGzbg6elJnTp1sNvtBAQEULduXQoVKoTVaqV27dpUr16drl278u233xp9i4qKws3NzfjOH3/22NhYbt++jb+/Pw0aNKBv377kyJGDDh06cO7cOWrVqsWoUaOM7ycsLIxatWpx5coVp+cLDw+nQIECHDhwgDJlypCQkED+/PlZvnw5derUSfsH8AzHjx/nlVdewWaz4eLyfHHYqKgofH19ydfvOxU3FREREfkvp+Km8mekjg0iIyPJkiVLuudpVZf/cqVKlTKmmgC0atWKbt26AZAlSxYWL15Mjhw5GD9+vEO71EHmtWvXePToEZUrV2b//v1p3sPV1dVp37Rp0/jwww+NoMfs2bMZNGgQBQsWdDjv0qVLdOnSxcgKgZQfZ0BAAAcOHGDChAlMmDABSJmq0rhxY44dO8a8efN4++23eemll9i+fTtBQUFOfWjSpAl79uwhIiKCqVOnUr58ebZt2/bU93XgwAFq166Nh4eHkWmQOXNmcufODYCXlxd2u53ExETmz59P586dAShatCg1a9ZkxYoVdOrUyeGauXPnJj4+HpPJRHJyMp07d2bBggWcOnWK69ev4+PjY5z76NEj/Pz8AHjppZfYtWsX33zzDUFBQZhMJry9vYmIiGDUqFF4e3tTu3ZtkpOTsVqtRgBlwYIFLFiwAIDLly9TqlQpNm/ezBtvvPHUZ0/9Hnfs2EGTJk0A8PDwcPh+rFZrugGIUaNG0bhxY8qUKQOAp6cnI0aMYOTIkdSuXRuTyWScGxsbi9VqxWw2O+xPZbVaHX5Xzxv0EBERERER+b0U+MgAUqczeHh4GNkQ7dq1o3DhwsybNw/AmE5hNpsdBpybNm3izTff/N0Dzx9++MEhyODh4UGlSpWYOHGiMSWkY8eO1K9fn5kzZxIaGkpMTAz58+fHw8ODGTNmGG3j4+Px8PCgYMGCnD59moSEBHr37k29evVISEgAUgbKVqvVyGo4e/Ysly9fpnHjxpw5c4YJEybw888/kydPHry9vY1ntFqtzJ49m3r16gFQvXp1o7bG1KlTOXz4MMuWLaNw4cLMmTOH+vXrp/vMHTt2ZMyYMU6BjytXrrBixQoOHjzIvHnzOHPmDNWrV+fTTz8lLCyMK1eucOLECXbt2sWhQ4c4d+4c+fPnZ//+/VStWpXu3bvj7e3N1q1bWbRoEQBvvvkm/fv3p2PHjk/9Hvr370+BAgWeGfR43MaNGxkzZoyxvXDhQoeMj7SyN44cOcLSpUudao706tWLuXPnMn36dPr27Wvsnzx5MuPGjTMCTE9KSkpi6NChNGvW7Ln7LSIiIiIi8kco8JEBzJ8/n/HjxztMwXjw4AFubm588803QMo0C4vFwo8//kiFChWM8zZv3vy7pykkJSURHx9Pzpw5jX2vvPIKmTNnJkeOHJQuXRrAyCKw2+0UL16chIQEsmfPTrZs2ejatavRtn79+ly5csUps6RmzZq4ubkZ9yxQoICRlXLnzh1GjBhBcHAw69at48SJExQpUoQbN24YbVKlNZtr0aJFHDt2jKVLl+Li4oLZbMZsNgPpB4kqVqzImTNnnK71+BQTFxcXihQpwoQJE1izZg3z5s3D3d0dPz8/2rdvz6BBg3B3d+fRo0e0a9eO8uXLM3/+fGw2m3GN27dvEx4ezuzZsxkxYoSx/8GDBw73nTp1KuvXrycgIIDAwECHYwkJCXh6ehIWFuawPyIiggMHDlCqVCmn50j1ZDHZ8PBw2rZtS3BwMPny5ePq1at4enqSJ08e3NzcWL58OdWqVSMgIIBWrVoBEBwcTHBwcLr3SHX8+PFnniMiIiIiIvJnKPCRAfTq1YtevXqxceNG3NzcqFu3Lh07dqRIkSJ8+umnfPXVVzx48IChQ4c6tW3dujXjx4+ne/fuwP8VLE316NEj+vfv79Dm/v375MiRw2FfhQoVqFChAjNnzjSyFlKnYyQmJvLVV18RFhZGUFCQMbUj1e7du0lOTmb06NEMGjQIT09P3N3d2bdvH/nz5+ett95i+PDhlCtXzmhTs2ZNfv31V1atWsVLL73EkiVLqFGjhlPQo27dukbWS6pp06YZBVaXLFmCi4sLycnJ1KlTx5iuYrfbOXjwIFWqVDHamUwmhwDF46xWK99//z2HDh3CxcWF48eP8+OPPzJnzhxOnTrFrVu36NatGw8fPiR79uwAnD9/nsGDB3Pq1Cmj/ZYtW8iXLx9HjhwhKSkJV1dXOnXq5BSMWLNmDYMGDQLg4MGDTgVJd+3axQcffODUTz8/P9q0acOQIUP46quvgJTsIIvFgpubG15eXuTJk8c4PyoqimbNmhEUFGT8DiZPnsyJEyfYt28fAGXLluXLL7+kQ4cOXLx4kU8++QSAY8eO0aJFizTf13vvvZdm0d20WCwWLBaLQ59ERERERESelybWZyC+vr4OGQKQMo1k0aJFNG/ePM02HTt2pFixYixZsgSATp06ERYWZnx69uzp1MbLy4uYmBin/dHR0cTExNC6dWtat27Npk2byJUrF5s2baJixYq0bt2aMmXKcOrUKae2Li4u3L592wiapNq2bRs2m42XX345zTaNGqUUQ+rQoQNXr1516PugQYPSXC2kVatWbNmyhQcPHmCz2bDZbJQqVYrt27eTlJRk1NSoXLmyU9u0pm1ASk2Lnj17snv3bn777TdcXFyMc81mM48ePWLXrl2UKFGCTZs2ASmZIjNnzqRWrVpERETQo0cP1q5dS6ZMmXBxccHDw4OZM2dy9+5dI3MHYM6cObRv356pU6cC8OqrrzqtxNOuXbt0+zpz5kxWr15NZGQkACtXruTf//43w4YNIywsjMGDBxvL8h47dgyLxcLKlSsxmUyEh4ezbNkyPv/8c4drdujQgfnz51O8eHFjn6enJxEREQ7fSepUmseX/X2WCRMm4Ovra3zy5cv33G1FRERERESU8fFf7vDhw9SsWZOsWbPi5uZGUlIS2bNnJzo6GldXV+bMmUOmTJlo0KABSUlJREVFsXnzZodrvPHGGxw+fJhixYo91z2zZMlCZGQkSUlJDhkWFouFoUOH8ssvvxhTRObPn8/bb79NxYoVAejRowdFihQxCmR+9NFHLFu2DD8/P5KSkti0aZMRvClbtixZsmTB1dWVQoUKGdNrHg+cDB8+HBcXF6ZMmeLUz8dXd3ncs5ZsBZwyRwDu3btH1qxZ0zz/zp07ZM+encTERKfVVYKCghg0aBDbtm1j5cqV1KpVyzhWr149pk6d6lD01GQyERISwqJFi4iOjsZisVCyZEnee+89OnbsyPLly1m7di1169blo48+Sjfjo0ePHmn21c/Pj6xZs3Lz5k1jX4UKFRg0aBAxMTGsW7eOwMBAXnnlFapXr25ksUDKEruNGjUygkKpU1XKlSvnVI8kvdVvUp/xeQ0dOpQBAwYY21FRUQp+iIiIiIjIc1Pg479cxYoViY6ONgamS5Ys4euvvyZnzpxkyZKFQ4cO0b9/f9577z2nwabFYqFv376sWLGCsWPHEh0d/dz3ffXVV9m9eze1a9c29qUGC1JXQgG4efMm48ePN+p9hIWFGcuwQkqditTlc+Pj42nbti316tWjd+/eDBgwgB9//JGFCxemWZPi3LlzfP311xw5ciTNPvr7+zvVuLh27Romk8kpKJKUlER4eDh37twB/q8mipeXlzGtZ/369TRs2DDNex0/fpwuXboYtTUeV65cORISEti9eze5cuUy9t+/f5+DBw8SGBjIhQsXaNOmjXFs2LBhDBs2jKlTp3Lu3Dm+/PJL49jevXuNPkPKd/FkfZSEhAQjkPK4e/fuMXDgQMxms8N0owoVKnDz5k2io6M5fPiwQ7Hb1L9v3rzJ7NmzOXr0qHFs69atrFixgiNHjqQZLIqKinKqP/Lw4cN0gzJpebz+ioiIiIiIyO+lqS7/5VxcXHBxcSEiIoKePXsyc+ZM1q5di4eHBwEBAWzZsoWvvvqKChUqMHv2bC5cuGC0NZvNVKhQgXXr1hn1IFasWEHp0qWNT2qdjif16NHDaYncVMePHyc0NJTQ0FCKFCnCwoULje3Ha2bA/wVLjhw5QuXKlalcubIxKO7cuTNDhgzhjTfeoGPHjqxfv57w8HAgZdDfpUsXPvjgA4fpFY8rVaoU58+fx263s2PHDgAaNmxIUFAQxYsXd/hcvHiRTp06OewLCgoiJCQESKnhMW3aNLp06eJ0n4iICPbu3UuFChWIjo5Oc5DepEkTxo0b57Bv06ZNNGzYEA8PD3bu3GlkxfxeBw8edJpOsnLlSqfzbDYbOXLkID4+nu3btzsEKs6ePcukSZP47rvvuHXrllNbu91Or169+OCDD4xAhs1mo3379kRHRztNfQGIiYkhS5YsTn0bNmwYefPmNa4rIiIiIiLyV1LgIwMYM2YMRYoUIT4+np07d5I1a1asVivJycm89NJLHDhwgL59+zJr1ixatWpFYmKikS3QqVMnXn31VSAlmPD2228bQYrQ0FC6du1qLJf7uBo1apAzZ05mzZpl7HveQeyTK5g0bdqUunXr8sknnzBixAisViuQsrpIq1atOHfuHDly5KBDhw7MnTsXSCnoevnyZUaOHJnufYoVK0a+fPmYNm0ajRs3JjY2ltOnTxMfH09ERITDJygoiPXr1xvbkZGRWCwWYwrN8OHDady4MYULF3a6z/Tp0ylcuDB2u52pU6caGSJxcXGEhITQuXNnJk+ezMqVK+nXr59RH2XJkiU0a9aMRYsWUaRIEQIDA4mJiXHItkj9np71Hh937Ngx9u7d6zTVJCkpCZPJxKxZs4zAw8OHDwkODqZevXo0bdqU999/n4oVKzJnzhyH+iipgaeff/6ZihUrEhAQgLe3NzVr1iRfvnyMGTOGGzduONzPz8+P3r17O/Vv6NChdOvWjW+++YbZs2crm0NERERERP5SmuqSAdSpU4fatWtTtWpVY19kZCTx8fFASlZI586d6dy5Mw8ePMDDw8MILjyufPnyFC1a1GFfo0aN0h1gf/XVV9SrV4/27duTNWtWEhISABxWX4GUOh6pwsLCHKbC5MmTh5YtW7JgwQIjYJBadDO1/zly5GDKlCkOGSapU2J8fX2f+m5mzJhBw4YN6dSpkzHdJi0Wi8Xo/5MuXrzIyZMnHVa7edylS5f45JNPsNvt/Prrr8ycOROLxcKRI0do06YNkyZNwtfXl59++onGjRtTsWJF/vWvf7Fz505mz57NG2+8waJFi1ixYgW9e/fm3//+NwADBgxg1apVDu/vcen1d+nSpaxYscJp1ZQnv8f4+Hju3LlDly5d2LhxIyaTieHDh1O8eHF2797tEJAoVKgQXbp0oVy5cgQFBVG0aFEKFChgTLFp1KgR8+bNY+zYsUabwMBAh+3HeXt7M336dMxms7G6jIiIiIiIyF/BZFeuufwJycnJRoaC3W4nNjYWb2/vv7lXjhITE3F3d/9dBTWf9PhzPq8LFy44FYyNjo7Gx8cHSAmYFClShBs3bpAvXz5sNpvDajA7d+7EZrNRs2ZNpxoeL6qvadUk+SPCw8PJmjXrn3rHzysqKipldZd+3+FizvzsBiIiIiLyjxU2sdHf3QX5L5Y6NoiMjCRLlizpnqeMD/lTHh9gm0ymf1zQA9Jf3eX3+L1BDyDNVXJSgx4ARYoUATBWKHkyuFGzZs3ffU/4fX19EUEPgGzZsr2Q64iIiIiIiLxoqvEhIiIiIiIiIhmWMj5E5L9S6Oh6T01nExERERERAWV8iIiIiIiIiEgGpsCHiIiIiIiIiGRYCnyIiIiIiIiISIalwIeIiIiIiIiIZFgKfIiIiIiIiIhIhqXAh4iIiIiIiIhkWAp8iIiIiIiIiEiGpcCHiIiIiIiIiGRYCnyIiIiIiIiISIalwIeIiIiIiIiIZFgKfIiIiIiIiIhIhqXAh4iIiIiIiIhkWAp8iIiIiIiIiEiGpcCHiIiIiIiIiGRYCnyIiIiIiIiISIalwIeIiIiIiIiIZFgKfIiIiIiIiIhIhqXAh4iIiIiIiIhkWG5/dwdERP6I0sFbcDFn/ru7ISIi8h8XNrHR390FEZH/Ksr4EBEREREREZEMS4EPEREREREREcmwFPgQERERERERkQxLgQ8hNjbWYTs+Pp7vvvuOxMTEv6lHL97Vq1f55Zdffne7+Pj4v6A3zqKiojhy5MgfahsdHU2VKlW4evXqC+7V00VERHD69Ol0j8fHx2O1Wv+DPRIREREREXGmwMf/uH379lGsWDEiIyOx2WwA/Pbbb3Tt2hU3t/Rr3zZv3pxVq1aleez48ePkzp3bab/dbic+Pp7w8HAuXLjAzp07Wbx4MUOHDqVBgwbkzp2bsLAwhzYbN27kzJkzxnZiYiLJyckO51itVqPvqcaNG8ePP/5obE+dOpVJkyal+zzpqVKlCl9//fUzz8uSJQt+fn74+fnh4+ODxWKhdu3a+Pr64u/vj7+/P66urhw4cCDN9tOmTaN169ZEREQ8815WqxW73W5s79q1i4sXL5I/f36ncx8PXtWuXZtcuXKRP39+TCYTFy9epGrVquTOnZvAwEACAwMJCAggICAg3XsPHTqUNWvWALB69WratWuX7rm1a9cme/bsxvOn9cmaNSsmk4m4uLhnPreIiIiIiMgfoVVd/odZLBZ69uzJsGHDmD9/PpMmTcLT05P4+Hjsdjvly5c3ghWlS5fm+++/N9parVYyZcoEpARKSpcuzaNHjwAwm82YzWan+7355pv8/PPP5MyZE39/f3LmzEnu3Ll56aWXaNWqFf369TOumerhw4d88MEHHDhwgHz58lGwYEGioqIwmUy4uLhgt9tJSkpixYoVNG3a1GhXtmxZOnfuTHBwMF26dGHp0qV4enoSGBhonJOUlERiYiL37t0znik2NhZ3d3cjSHHr1i0aNWpEQkKCw3szm814eno6vI/o6Gjc3Nzw9PTEbDbj4eHBmjVrqFOnDgD58uXD39/f6b2cOHGCkJAQvLy8qFatmrH/0aNHREZGsnPnTipVqmTs79GjB99++61x/6ioKNzc3MiVK5fDdZOSkoiNjeX27dv4+/vj4eHB4sWLyZEjBx06dKBo0aKYzWZWrlxJjRo1AAgLC6NWrVpOfQQIDw9n5syZRvCmY8eODBs2jG3bthnP+Lj0gjyPO378OK+88orDuxQREREREXmRFPj4H9a9e3eKFi1Kp06d8PHx4eOPPwZg0aJF/PTTT3zzzTfptnV3dzcyQjw8PBwCHSaTCZPJ5NTm9u3bLF26lObNmwMwfPhwbty4waeffprufd555x3Onz/PgQMHeOutt/jtt9+e69maNGnCnj17iIiIYOrUqZQvX55t27Y9tc2BAweoXbs2Hh4eRhZC5syZjewVLy8v7HY7iYmJzJ8/n86dOxttXVyck6dcXV2BlEyXmzdvcv/+fXLmzOlwzsmTJ2nYsCHvv/8+q1at4ocffqBIkSLcunWLKlWqMH78eIegB8CCBQtYsGABAJcvX6ZUqVJs3ryZN95446nPl9qfHTt20KRJEyDlu+vSpQteXl5ASgAnrWcBGDVqFI0bN6ZMmTIAeHp6MmLECEaOHEnt2rUdvvPY2FisVitmsznN34LVajX6A2m/PxERERERkRdBgY//UREREYSFhbFu3ToaNGhA79696dixI2XLluXkyZOUKVMGs9lMqVKluHjxInv37qVcuXLExMTg7u5uXCcpKSnNgW1arl+/TsGCBR32Pa1t6pSWcePGATBgwAA8PDxwdXV1aGez2bBarfTq1YtChQpx9uxZLl++TOPGjTlz5gwTJkzg559/Jk+ePHh7exsDbqvVyuzZs6lXrx4A1atXJykpCUiZGnP48GGWLVtG4cKFmTNnDvXr10+3ryaTycgmsVgsDsfWrl1Lx44deffdd/Hz8zP2R0VF0aJFC4YOHcpHH33EK6+8Qu3atfnss88YMWIEvXv3pm/fvk97pfTv358CBQo8M+jxuI0bNzJmzBhje+HChQ4ZH2llbxw5coSlS5cSGhrqsL9Xr17MnTuX6dOnO/R18uTJjBs3zggiPSkpKYmhQ4fSrFmz5+63iIiIiIjIH6HAx/8oPz8/du/ezdy5cwFo1aoVH374Ib/88gsBAQHs37+f4sWLs2fPHurXr29kdPTr149ixYoBKdMUJk6cyOrVqwGYOXMmCQkJNG7c2Ol+J0+eJCYmhsKFCxv7nswMsdvtWCwWTCYTZrOZpUuX8v777+Pq6kq/fv1o1KgRnp6eHDp0iM8++4x169Zht9tJTk4mMTGRbNmyAXDnzh1GjBhBcHAw69at48SJExQpUoQbN2441S15vFZGqkWLFnHs2DGWLl2Ki4uLw9Sd5ORkEhISMJvNDhkLycnJXLx4EZPJ5BDc2LBhA0FBQUyaNAlXV1c2bdpEgwYNgJS6IOfOnTMCSWXLlsXf35927drRrFkz3nvvvad+h1OnTmX9+vUEBAQ4TOEBSEhIwNPT06lmSkREBAcOHKBUqVLpXvfJGirh4eG0bduW4OBg8uXLx9WrV/H09CRPnjy4ubmxfPlyqlWrRkBAAK1atQIgODiY4ODgp/YfUn5Dz2KxWByCSVFRUc9sIyIiIiIikkr55f/DfvnlF/r378/IkSOx2WzExsbSo0cPIiIi6N27Nw8fPqRfv35cvnzZWJ0jLCyMoKAgAMqUKcOFCxe4e/cukFLDY+bMmUbWxOPmzZsHpAz23dzccHNzIyQkhCVLlhjbbm5uZMqUiQkTJgDQuXNnEhMTCQ4OxsPDg9q1a1O1alXu379P586dqVKlCteuXaNkyZLUrFnTCDjUrFmTX3/9lcGDB/PSSy+xf/9+AgICKFKkiFHEMzAwkO7duztlI0ybNo0uXboY/XJ1deX8+fPUqVPH6KOXl5fTCix2u51MmTI51ao4ceIEs2bNIj4+nu+//94ouJqUlMT8+fMJCQmhTZs25M2blx49elCpUiX27t1L8eLFKV++PKVLl6ZZs2Z07dqVK1euGNdds2YNgwYNAuDgwYOEhYU5fFauXJlmnRU/Pz/atGnDkCFDjH3t2rUja9as5MiRgxo1ajjUComKiqJZs2YEBQXRv39/ICWbo02bNsY5ZcuW5csvv6RDhw5MnDjR2H/s2DGH9/345/GMk2eZMGECvr6+xidfvnzP3VZEREREREQZH/+jjh8/TrNmzciWLZtRiDN1MP/RRx8BGFMX+vXrR5EiRYCUgXypUqWwWCx4e3vToEEDY5WPoKAgSpQoYWSAPC44OJhhw4aRPXt27Ha7UR/i5s2bLFq0yDgvNYPjSakBCovFwnfffce+ffuAlHoVP/74I0uXLnU438XFhUaNGgHQoUMH2rdv7zBFZ9asWRw8eNDpPq1ataJEiRJUqFCBrFmz4uLiQunSpZk5c6YxHSQpKckh2yM+Pp6EhAQj8PJ4dkL37t0ZPnw4AwcO5ODBg7z22msAuLm5cePGDWJiYmjVqhVTpkwhICCAV199lYoVKzJx4kQmTJjA2bNnOXr0KHfv3qVQoUIAzJkzh379+jF16lQ++ugjXn31VYf+AA79edLMmTMpWLAgkydPBmDlypVcuHCB2NhY+vfvz9q1a4mNjcXLy4tjx45hsVhYv349JpOJ8PBwli1bxtatWx2u2aFDB+x2O97e3sY+T09PIiIinFaq6datm9MSyk8zdOhQBgwYYGxHRUUp+CEiIiIiIs9NgY//UVmzZmXcuHF8++23QMq0iSlTppA5c2aH6SCp008KFizIihUrCAwMpHDhwty4cYMcOXIwdOhQ4uPjmT17NgCTJk0iPDzcIZgBkCNHDgAGDRrE2bNn2bBhg3HMYrHw3nvvERwcTLFixZwG8Y8bNmwYzZs3x2w2c+bMGRo0aECbNm3o1KkTb775psO5w4cPx8XFhSlTpjhdx8PDI83rP2s5V8BpuszVq1cpVaqUUf/i8ayPHDlykDt3bvbs2cP+/fuZP3++cWz06NEMHDiQTz/91LjmpUuXGD9+PFOnTjXOa9WqFaNHjwbg1q1bLF++nLVr11K3bl0++ugjDh486NTnXbt20aNHjzT77+fnR9asWbl586axr0KFCgwaNIiYmBjWrVtHYGAgr7zyCtWrV+fQoUNG8dEpU6bQqFEjKleuDPzfVJVy5crRsWNHh/s8Hmh60vPWhYH0VwkSERERERF5Hgp8/I8qUKAAXbp0MQIf3bt3p1u3bjx69AhPT09GjhzJ1KlTyZQpE/fv3yd79uy4uLhw5MgR4uLiuHfvHkFBQbi6uvLgwQPjuqVLl+bcuXNp3nPZsmV89dVXTqurmM1m/P39ef3119m6dStly5ZNs/39+/eZMWMGNpuNVatWUbBgQQoWLEjz5s3p168foaGhxoD63LlzfP31105TUlL5+/s71b+4du0aJpPJKSiSlJREeHg4d+7cAf4vGOTl5UWOHDk4f/48xYsXT+dNQ9euXWndujX16tUja9asDseCg4MZP348Hh4ebNmyxVjFJrUPPXv2JD4+3jg/b9687N271+gX8LsyPu7du8fAgQMxm83GlCVICXzcvHmT6OhoDh8+7LDKSurfN2/eZPbs2Rw9etQ4tnXrVlasWMGRI0ecAkKQkp3xZP2Rhw8fphuUERERERERedEU+BAgJSixa9cuPD09jVU95s+fT+/evfnggw945ZVXGDlyJADr1q3j9ddff2pmxpMWL15M79692bhxIxUrVnQ6Pm3aNKxWK7Vq1eKnn36ifPnyQEqhzStXrnDv3j2yZ8/OwYMHCQoKcphSYbFYOHr0qBH0SEpKokuXLnzwwQfpBiRKlSrF+fPnsdvt7Ny5k1q1atGwYUOuXLnilF0QHR1Np06djIG93W4nISGBXr16MWXKFHbu3MnLL79snP9kwdQqVapw//5949jj2Q4+Pj5Ayoo3ffr0oV+/fg6Bl/v371O0aNGnvtvnzfiw2WzkyJGD+Ph4tm/f7hCoOHv2LJMmTaJv37706dPH6Xp2u51evXrxwQcfGIEMm81G+/btmTdvHp9//rlD3RCAmJgYsmTJ4hRgmjBhgpEVk1ZxWRERERERkRdJgY//cYmJiVitVpYtW8bAgQPZunUrdrudzz//nMyZM9OhQwc6duxI79696dOnD15eXowfP55Zs2YZ10hOTnYYwNrtdodtq9XKwoUL+e6776hWrZqxPzo62iEIkLoqTOqqHefOnePdd9/FYrHg4+ND5cqV6dmzJ56enuTIkQN3d3ejKGumTJk4fvw45cqVo1evXly+fJnNmzen+9zFihUjX758TJs2jWHDhnH//n1Onz6d5rklS5Zk1qxZ1KxZ0+lYbGwsy5cvZ9u2bdy8eZOVK1cag3qr1cq9e/fo06cP//73v1m7di3NmjVj7ty55MmTB0hZMWXp0qWMGzeO1157jcGDBwNw9OhRHj16xM8//+w0hSSVzWZLc/+xY8fYu3ev01ST1KWHH//uHj58SHBwMFevXuXatWuEhoZSsWJFgoOD6dy5M5kzZwagY8eOrF+/ntjYWCpWrMidO3d4+PAhAQEB5MuXjzFjxtC+fXuH2ht+fn707t3bqX9Dhw4lOjqab775hl27dmkai4iIiIiI/KUU+Pgfl7pU6Mcff0yDBg149OgRAwYMYOLEiVitVmw2G9OmTePcuXP4+PgwZMgQypYtS/Xq1Y1rJCUlOdS1SExMJDEx0dh2d3dn165dxvaGDRvo0qULDx8+5KuvvjL2u7i48PXXXxvbFy5cIE+ePMYKJWvWrGHx4sV8+umn3L9/H4vF4hBgWbBgAeXKlaNt27bUq1cPX1/fpz77jBkzaNiwIZ06dcLLy+up7yghISHNY8nJyfTs2ZNy5coRFxfHypUrjZoiVquVjRs30rJlSwYPHkyvXr0YNmyYMdBfunQpXbp04c0332Tx4sU0aNDACARNnjyZn3/+merVq1O3bt00751en5YuXcqKFSsYNWqUw/4nAyXx8fHcuXOHLl26sHHjRkwmE8OHD6d48eLs3r3bISBRqFAhunTpQrly5QgKCqJo0aIUKFDAyPpp1KgR8+bNY+zYsUabwMBAh+3HeXt7M336dMxms8NvQERERERE5EUz2ZVrLr9DREQEbm5uDlNNfq+4uDgOHjxIqVKlyJ079wvs3e+XmJiIu7v77yq2+aLYbDbCwsIoXLjwC71ucnKyQ42Op0lISHBagvePCA8PJ2vWrP+R9xgVFZWyrG2/73AxZ/7L7yciIvJPEzax0d/dBRGRf4TUsUFkZCRZsmRJ9zxlfMjvkt4Sqb9H5syZqV279p/vzAuQ3uou/wmurq4vPOgBPHfQA3ghQQ+AbNmyvZDriIiIiIiIvGjPP0ISEREREREREfkvo4wPEfmvFDq63lPT2UREREREREAZHyIiIiIiIiKSgSnwISIiIiIiIiIZlgIfIiIiIiIiIpJhKfAhIiIiIiIiIhmWAh8iIiIiIiIikmEp8CEiIiIiIiIiGZYCHyIiIiIiIiKSYSnwISIiIiIiIiIZlgIfIiIiIiIiIpJhKfAhIiIiIiIiIhmWAh8iIiIiIiIikmEp8CEiIiIiIiIiGZYCHyIiIiIiIiKSYSnwISIiIiIiIiIZlgIfIiIiIiIiIpJhKfAhIiIiIiIiIhmWAh8iIiIiIiIikmEp8CEiIiIiIiIiGZbb390BEZE/onTwFlzMmf/uboiI/K3CJjb6u7sgIiLyj6eMDxERERERERHJsBT4EBEREREREZEMS4EPkd8hKSkp3WMHDhzg1q1bf+i6CQkJT732k5YuXcrRo0cd9g0ZMoStW7emeX5ycjJ2u93YPnz4MFar1di+e/cuu3btIjk5+Zn3jo+Pf+5+pmXEiBH8+uuvf+oaIiIiIiIiz0uBD8mQ1qxZw7Vr14zt7t27M2bMGAAmTpzI4MGDAVi7di1NmjTBYrFw5coVAgMDAUhMTDQCAwsWLKBly5bY7Xa6du3K6dOnHYIGqQYOHMisWbOwWCwOQYa02O122rRpw7FjxwDo2bMnhQoVIjAw0Pj4+/tjMpmYPn26U/v9+/cTEhJibEdERDB79mxeeumlNO83e/ZsGjduzKNHjwCYPn06n332mXF88+bN9O3b96l9hpT3UqhQoXQDLKmaNWuGj48P/v7++Pj4kDdvXuOdLF68mLCwsGfeS0RERERE5EVQ4EMypNWrV/PKK6+wfv16Ll68yDfffEPTpk2JjIzk888/p2HDhthsNoKDg6lRowZmsxmz2WxkPAwaNIh8+fJRoEABhgwZwpYtWyhYsCC7d++mQYMGdOvWzeF+p0+f5tixY7Ro0QJPT09cXFwwmUwOn8jISON8k8lEyZIlefvtt4mLi2PhwoVcv36d0aNH07dvXw4ePEj27Nn5/PPP6dOnj9PzDRo0iOLFixvbs2fPJikpiUaNGhmBk5w5c9KuXTsA3n//fXLmzEn//v0BGDt2LD4+Pkb7zZs3kzVrVkJCQggODmbRokVASiZKZGQkcXFxJCQk8M033+Dn58drr71GQkICCQkJxMfHExER4RAM8vDwYMaMGTx48IB+/frRtGlTTCYTAN7e3mTOrKKkIiIiIiLyn6FVXSRDWr58OaNGjeLu3bt88cUXjBgxgnLlytGrVy+aNm1KjRo1mDZtGjabjX79+gHg6uqKi0tKLPCLL75g9OjRxrW2b9/OggULjPMeDxoATJs2jXr16lGuXDmuXr2K2WzGZDJx9+5dXn/9dUaOHImvr69DmxEjRvDw4UMSExONQED16tWpWbMm48aNY9y4cfTs2dOhTdu2bdm8eTMuLi7Y7XamTp3KlClT+Pe//82uXbuoXLmycW5MTAyenp4AmM1mFi5cyKFDhwgKCiIpKYmsWbMyd+5c+vfvz5YtW5g0aRIeHh5YrVZy5coFwLfffku3bt1wd3cHUqa5eHl54ePjg7u7Ox4eHtjtdiwWC9u3b6d69erGO0q1fv16Jk2aZGxbLJY/PV1GRERERETkeZnsz8rJF/kvlJSUhJtbSlzv7bffJjY2ljVr1vDtt98ybNgw9u/fz61bt2jUqBGLFy+mbt263Lt3j6pVq3LhwgVOnz5NhQoVyJIlC4mJiSQlJZE5c2ZsNhvFihVzqK9x6dIlSpQowVtvvcWyZcsc+tGyZUu8vLxYunTpU/tbq1Ytrl27RqZMmYiIiCAuLo68efMCcPXqVWJjY4GUDIybN29Sv359Lly4QGxsLDVq1KB48eKMGjWK69evExoayr59+/jpp5+YO3cub7/9NkePHqV06dKYzWZu3brFa6+9Zkw3GT9+PKdOnWLlypVP7WO/fv3w9PRk4sSJuLi4cObMGYesk8e1a9eO+vXr8+qrr/LGG29w69YtIxiSM2dORo8e7RTUeV5RUVH4+vqSr993Ws5WRP7naTlbERH5X5Y6NoiMjCRLlizpnqepLpLh7Ny5k6CgINatWwfAwoULuX37Np07d6Zjx440bNiQvn37UrlyZRYsWECnTp346KOPKFasGNevX8fPz489e/aQPXt2vvzySzp37kzFihX58ssvGTp0KJkyZXK4X79+/fD393fqx3fffcexY8eYPXu207GFCxfSo0cP5syZA4CbmxvffPMNoaGhjBs3jpYtWxIaGkpoaCgeHh5GO09PT2PKiIuLCz4+Pnz44YcUKFCA2rVrM3HiRKZNm0bNmjVZunQp5cqVA2DUqFGUL1+eY8eOYbPZHPqyfft27t69i7+/v/HZv3+/wzljx44lc+bMTJw4EUiZymI2mwGw2WzExsamWdfk1KlT5MiRw9hOSkri0aNHnDx5Mo1vTkRERERE5MVT4EMynNdff51+/frRsWNH1q9fj6enJ6tWrWLChAlAyjSWFStWAClFOM+ePcvcuXO5fPky+fPnJy4ujnr16mG320lISMBqtWKz2UhISCAxMdHhXnPnzuXs2bNOdTgiIyPp06cPc+bMcZoWA1C0aFGyZcvGTz/9BKQEPlq0aEFgYCADBw7k22+/NWp1PD5tBMBqtXLjxg1Kly5tfHLkyEGPHj2YOXMm+fLl46OPPqJ27doULlwYgA0bNtCnTx+2bNmC1Wrl1q1bBAYGYjKZWLduHVu3buX+/fuMHTuWvHnzUqxYMeN+AwYMYNSoUUyYMAGTyYSrqysWi4WiRYvi5uaGu7s73t7e3L171+k5W7ZsiYeHB3PnzgXgwoUL5MqV65nFUR9nsViIiopy+IiIiIiIiDwvBT4kw3Fzc6N3796cPXuWJk2asHLlSooVK0b16tUJDAwkS5YsFChQwFg5pVevXk7XsNvtREVFMXnyZDZv3sy5c+eYPHkyy5YtcyjiWb16debOneuUBRIcHMzrr79O/fr10+xjtWrVqFWrlpHN4e7uztq1awkLC2Py5Mm89dZbhIWFpbn6SWxsLBUrViQ0NBSTyUSmTJmMLBCz2cyjR4+4du0atWrVYtSoUUBKMdUPPviATz75hIiICMqVK0dYWBhmsxlvb2/c3d05ceIEwcHB7NixwyFLo3v37uzatYuIiAiSk5Ox2Wx4eXlx6dIlkpKSSE5OJjExkdy5czv11cXFhWHDhhmBj127dtG4cWMKFizItm3bnvY1GiZMmICvr6/xyZcv33O1ExERERERARU3lQzs8OHD7N27F09PT0qWLMnx48cBCAwMZP78+dSpU4dFixYZWReP8/DwoFmzZqxatYrVq1dz4MABvvjiC1q3bk2DBg2M84oXL07x4sUJDQ019l27do158+Zx+vTp5+6rzWajRYsWmM1mYmJisFgs6QYG7ty5Y2SRPF4YFSB//vz89ttvVK1alZEjRzqsPjNkyBDKlStHzpw58fPzM/bv2rWLrl274uLiQmRkJNWrV6d48eKsWbPG4RmfJrX4aVry58/PnTt3gJRCsZ988gkxMTFMnDiROnXqPP3FAEOHDmXAgAHGdlRUlIIfIiIiIiLy3BT4kAxr6tSpNGrUiKCgIE6dOmUM9qOiomjevDlubm4kJibSsmVLh3b37t2jfPnymEwmhwDB119/TUxMDFu2bOHjjz9m9erVaQ7cv/jiC9q2bUvBggUd9j948CDNWiCQUvti7dq1VKlShUWLFrFv3z7mz59PTEyM03WOHz9O/vz5gZRip6krt0BKtkuJEiUYNGgQLVq0cGi3ceNGGjduTGhoqMNUlpo1a3LlyhWOHz9Ou3btHAI2ly9fxsPDwymwYbfbuX//vnHv1KwPPz8/450lJyfTpUsXtm/fTuPGjdm5cye3bt0ysmCGDx/OunXraNasWZrvJFXqUsMiIiIiIiJ/hKa6SIZ0/vx5Dh8+bGQ8lClThoiICCIiIsifPz8//PADERERaRYe9ff35+bNm5w6dYpmzZrx4MEDo221atXYtGkTt2/fpkaNGmnee9WqVbz//vtO+3v16sXIkSMd9t26dQur1eowfSbVgwcPCAwM5KWXXnLYv379eipUqABAdHS0Q1AgNjaWTp06ERISgsViMfZfv36d8PBwqlWrxtatW6lUqVI6b87Ryy+/TFBQkJH1kfqJi4ujdu3aDvuCgoJYvHix0dbFxYUKFSoQEhLC2LFj6datG5MnT8bNzQ03NzemTZvGBx98wM2bN5+rLyIiIiIiIn+EAh+SIX322Wc0atSI7Nmzk5ycbGR8+Pn5cf36dZo3b46fnx+9evVyWo0kdbWU3Llzc+LECYfBfEJCglFXI3W5XEiZqpKcnAykBB/u3r1LQkICkJL5cObMGXbv3k2RIkUAuH37NmPGjOHevXuULVsWV1dXbty4wYULFyhatChNmjQhPj6eUaNG8dlnn7Fjxw4A9uzZwy+//MIbb7zBZ599RmxsLL6+vsTFxbFlyxbKli1Lly5dMJvNNGjQgOvXrwOwZMkSGjduzIULF9i2bRvNmzcnPj7e6DOkZJ08KTY2lri4OCPwk/rJlCkTJ06cMLajoqKwWCz07dvX4VofffQRVatWpWHDhtSsWdMhu6Zx48a0bt2a6tWrc+nSpT/4TYuIiIiIiDydprpIhhMbG8u1a9f48MMPAYiPj6dMmTJGjY/HLVq0iA0bNgApq4c8niXh7u7Oli1byJkzJw8fPqRSpUo8ePCAQoUKOV3HYrEYWRtfffUVEyZMoFu3blitVtzd3fH19aVOnTq89dZbAAwePJjXXnuNiRMncuPGDZYvX86yZcsYNWoUjx49crieyWSiZcuW1KpVi9OnT9O9e3eKFSvG6tWrmT59Ou7u7uzduxeATZs2YTabWb9+PU2bNmXMmDHMnTuX+fPnM3HiRPr378+HH35IdHQ0JUqU4L333gNSltedNm2a07Sa9CQmJhqBnbQ8nsFy9uxZgoKC0syumTp1KmazGV9f3+e6r4iIiIiIyO9lsj/5v7tFJE2HDh2iZMmSZMmS5U9fKzXA8qJqV1y+fNlp6dvUZXg9PT158OCBUdPEz88PDw8PIygDKcvMnjx5knr16qW5/O4/SVRUVMrqLv2+w8Wc+dkNREQysLCJjf7uLoiIiPxtUscGkZGRTx2nvdCMjycLLYpkJFWqVHlh13rRxToLFy7stM/d3d0IbKRVVPXxgqXFihVzKHgqIiIiIiKSUbywGh/Jycm0atWKIUOGvKhLioiIiIiIiIj8KS8k4+O3336jY8eOREdHs3DhwhdxSRGRpwodXe+FTDsSEREREZGM7U9lfERFRTF+/Hhefvll/vWvf3Hw4EFy5sz5ovomIiIiIiIiIvKnPDPjIzIyErvdTubMmYmPj+fOnTucPHmSjRs38tNPP9G0aVN+/vlnY5lOEREREREREZF/imcGPkJCQpg0aRImk8nYZ7fbKVCgAOPGjaN58+b4+fn9lX0UEREREREREflDnrmc7e3bt4mPj8fb2xuLxUJMTAz37t3jzJkz7Nq1i23bttGkSRPGjRtHQEDAf6rfIvI/6nmXrBIRERERkYzteccGzwx8PEt0dDSTJ0/myy+/ZOrUqbz99tt/5nIiIk+lwIeIiIiIiMDzjw2eq7hp+/btWbVqFbGxsca+M2fO0L9/f7p3706xYsX44Ycf6NOnD1988cWf772IiIiIiIiIyAvwXIGPtWvXMmPGDPLkyUObNm348MMPefXVV0lKSqJ8+fL06tULi8XCihUriIiI+Iu7LCIiIiIiIiLyfJ5Z3BTA29ubPXv28PDhQ9asWcOpU6c4e/YsefPmBeDgwYNs3bqVkJAQ6tSp85d2WERERERERETkeT1XjQ9/f3+OHTtGeqdevXqVAgUK4OKSkkCSP3/+F9tLEZH/n2p8iIiIiIgIPP/Y4LkyPqxWKxUrVjQCGyaTySkIYjKZsFqtJCUl8ejRoz/RdRERERERERGRF+O5Ah+RkZFPPZ6YmMi5c+d4+eWXX0inRERERERERERehOcqbvosv/32G5UqVXoRlxIREREREREReWGeO/Dx6NEj3N3dAYiPj6dkyZLYbDYAzGYzHh4ef00PRURERERERET+oOcOfHh6ehqBD3d3d86dO4erqysArq6uxjERERERERERkX+K5w58uLi44OaWUhLEzc3N+FtERERERERE5J/qhdT4EBERERERERH5J3qutI3w8HC8vLyIiYkhb968mM1mbDYbhQoVAsBmsxEVFUXBggVJSEjg9u3bf2mnRURERERERESexzMDHwkJCRQvXpymTZvi6urKt99+i7u7O6+//jqrVq0C4MGDB7Rt25bvvvsOi8Xyl3daREREREREROR5PDPw4enpyaZNm5g5cyYAUVFRNGrUCJvNRoUKFQC4e/curq6uWtJWRP5jSgdvwcWc+e/uhoj8jwmb2Ojv7oKIiIj8Ts9V46NChQrMmTMHV1dXJk2axIYNGzCZTMruEBEREREREZF/tN9V3NTNzY0tW7awaNEiAM6dO/dX9ElERERERERE5IV47sCH1WolKSkJs9nMkiVLKFeuHDExMUBKcdOkpKS/rJMiIiIiIiIiIn/Ecwc+XFxcaN++PQCZM2fm6NGjVK1aFQCLxUJCQsJf00OR/6B9+/Zx+fLlZ553/fp1p33h4eHG33a7naioqOe6Z1RUFDdv3nTYl5yczMGDB5/abunSpRw9etRh35AhQ9i6dWua5ycnJ2O3243tw4cPY7Vaje27d++ya9cukpOTn9nn+Pj4Z57zNCNGjODXX3/9U9cQERERERF5Hs8d+PDy8uLrr79O81jevHnZt2/fC+uUyIs0atQomjVrZmwPHz6cDh06YLPZnM49dOgQ//rXv/jxxx8BuHLlCiEhIQwfPpz33nuPOnXqkCtXLooWLcrx48cd2rZo0YKvvvoKSFkNydfXlxs3bgDQp08fhg0blmb/Nm7cSLt27Rz23blzh/r16zvd43H79+8nJCTE2I6IiGD27Nm89NJLaZ4/e/ZsGjduzKNHjwCYPn06n332mXF88+bN9O3bN937pUpMTKRQoULpBlhSNWvWDB8fH/z9/fHx8SFv3rxG4GXx4sWEhYU9814iIiIiIiJ/1u+q8ZEes9nMv/71rxdxKZEXZtasWdy9e5ecOXOSJUsWICW74quvvqJv3764uroCKZkQkZGRAAwcOJB58+YREhKCzWbj8uXLzJw5k6CgINq0acPEiRM5duwY8fHxlCtXzrhXREQE58+f56233gLAw8MDwLivxWJJM0ti3bp1zJkzh5IlS7Js2TJ+++03kpOTyZs3L4MHD+bs2bPGuU9mYgwaNIjixYsb27NnzyYpKYlGjRoRGBhIYGAgOXPmNIIq77//Pjlz5qR///4AjB07Fh8fH6P95s2byZo1KyEhIQQHBxu1fBISEoiMjCQuLo6EhAS++eYb/Pz8eO2110hISCAhIYH4+HgiIiIcMkg8PDyYMWMGDx48oF+/fjRt2hSTyQSAt7c3mTNrRRYREREREfnrPXM5W5H/VkOHDuWNN97Azc3NCHKMGTMGm81GmzZtjEG41WolMjKSmJgYYmNjadWqFS1btsRkMmE2m8mWLRudOnV66r1WrFhBjx49iIuLY8KECYSEhODi4oKnpyeQUhjYzc35n9vgwYNp1aoVWbJkYcqUKfj5+fHmm28SFxfn8BwWi4WePXsyatQo2rZty+bNm3FxccFutzN16lSmTJnCv//9b3bt2kXlypWNtjExMUYfzGYzCxcu5NChQwQFBZGUlETWrFmZO3cu/fv3Z8uWLUyaNAkPDw+sViu5cuUC4Ntvv6Vbt264u7sDKdNcvLy88PHxwd3dHQ8PD+x2OxaLhe3bt1O9enUA450DrF+/nkmTJhnb6QWCREREREREXjQFPiTDypw5s0NGw65du1i2bBmhoaH07t2bunXr0r17d+P41atXqVSpEpMmTaJLly4AaQYrICX7IiEhAU9PT2JiYpgzZw579uzhiy++4Ny5c5hMJoeAi4uLS5o1Pzw9PcmdOze5cuWiTJkyAJw5c+apz7VkyRJu3rxJ/fr1uXDhArGxsdSoUYPGjRvj5+fHTz/9RGhoKPv27eOnn35i7ty5vP322xw9epTSpUtTpUoVdu7cyWuvvcYvv/wCwPjx46lbty5du3Z1ul/nzp3p3LkzAP369cPT05OJEyfi4uLCyZMnHbJO0nL+/Hlu375NrVq1jH0xMTHcuXPnqe1EREREREReBAU+5H9CcnIyn3zyCV9//TV58uRhwoQJ1KpVi+joaD7++GMAChYsyOLFi3n33Xfx8fGhdevWJCQkcPr0aSMAYrfbSU5OxsXFheTkZI4dO8bly5c5f/48JUuWJCIigpMnTwKQlJRktIuIiMBisTj1y2QyUapUKYYOHUrJkiWBlKklX375pXFOpkyZ+OCDD4xtT09PI1vFxcUFHx8fPvzwQy5dukTt2rUJCgri8uXLDBw4kE6dOlGsWDEgpdZJWFgYy5Ytw9/f36Ef27dvx263O+xft26dUcAYUqbGZM6c2agr4uHhgdlsBlJWdkpISCBz5sxG31KdOnWKHDlyGNtJSUk8evTIeE/PYrFYHN7d8xaNFRERERERgRdU40Pkn87FxYV9+/bRsGFDAIoWLcqWLVt4+PChw3mNGjXi9OnTtGrVCoC4uDgqV65MUlISSUlJfPvtt1SvXt1Ywrls2bI0btyYkydP8s4779C3b1+KFClCREQEdrvdqNERHh7O/fv3He6VmJgIQFBQkEPh4KSkJIYMGWJkRYwdO9bpeaxWKzdu3KB06dLGJ0eOHPTo0YOZM2eSL18+PvroI2rXrk3hwoUB2LBhA3369GHLli1YrVZu3bpFYGAgJpOJdevWsXXrVu7fv8/YsWPJmzevETABGDBgAKNGjWLChAmYTCZcXV2xWCwULVoUNzc33N3d8fb25u7du059bdmyJR4eHsydOxeACxcukCtXrmcWR001YcIEfH19jU++fPmeq52IiIiIiAgo8CH/Q+7cuYPJZCIwMJCAgABKly7N8uXLyZ07N9myZTPOy5w5szHdJDo62iFb4XGurq5GHZBHjx6xefNmgoODiYuL48aNG2TNmpVmzZrx6NEjHjx44JTh0KFDB86dO0edOnVo164d69atA1JqcXh6ejJixAj69euX5nSb2NhYKlasSGhoKCaTiUyZMhmZFqn9uXbtGrVq1WLUqFFASnbJBx98wCeffEJERATlypUjLCwMs9mMt7c37u7unDhxguDgYHbs2OHw3N27d2fXrl1ERESQnJyMzWbDy8uLS5cukZSURHJyMomJieTOndupry4uLgwbNswIfOzatYvGjRtTsGBBtm3b9szvbejQoURGRhqf1JVyREREREREnocCH/I/I7XI56VLl9i3bx+ZM2cmLCyMlStXOgQX5s+fT4sWLbDb7Vy+fJk8efI89boJCQk0bNiQ2NhYChcuTIsWLTh+/Dhvvvkm9erVY9iwYYSFhZE7d26H5WlXrVpFoUKF+Pzzz9mxY4ex5G5SUpJRSDQ9d+7cMeqXJCYmOqyQkj9/fn777TeqVq1K165dGT9+vHFsyJAhrFixgkePHuHn52fs37VrF4UKFaJ169ZERkZSvXp1I+sFoHjx4lSvXh1fX1+nqSypntbn/PnzGzU9li9fTuPGjenWrRsTJ0586nNCSiAnS5YsDh8REREREZHnpRofkmHZ7Xbsdrux/fgqI09KDXzYbDamT5/OiBEjMJlMHDp0yAhIpMfT05ORI0cSFBRE9erV8fLyolOnTlSsWJHOnTvz448/cv36dYoVK8aKFSsclsGNiYkhLCyMtWvXGvsePXqEr6/vU+95/Phx8ufPD2AUWX38WUqUKMGgQYNo0aKFQ7uNGzfSuHFjQkNDHaay1KxZkytXrnD8+HHatWvH6dOnjWOXL1/Gw8PDKbBht9u5f/++ce/UrA8/Pz8jqJKcnEyXLl3Yvn07jRs3ZufOndy6dYv69esDMHz4cNatW/fMdywiIiIiIvJHKeNDMqyEhAQSEhKM7ceDIE9ycUn5p7B8+XIsFgsdO3bkwYMH7Nixg9dff/2Z1+jevTuJiYn06NGD5s2bs379eurXr0+OHDlYvXo1bdu2pUWLFsydO5dHjx4BKUU7ExIS6NGjhxHEADh8+LDTSik2m81hisf69eupUKECkDIdJ7XIKKRMg+nUqRMhISEORUGvX79OeHg41apVY+vWrVSqVCn9l/eYl19+maCgIIoXL+7wiYuLo3bt2g77goKCWLx4scN7rVChAiEhIYwdO5Zu3boxefJkY3nfadOm8cEHH3Dz5s3n6ouIiIiIiMjvpcCHZFhvvfUWnp6eWK1WYzUWgCJFilCjRg2yZs1KYGAg7du3Jzk5mYcPH/LJJ5/Qr18/PDw8GD16NC+//LJDECIpKQmbzeZwn6NHj5IzZ06WLl1Ks2bNKFOmDCVLlqR06dJs2rSJEydO0L59e9544w0KFSpEnz59ANizZw8lS5bE1dWVgQMHEhERgclk4osvvqBt27ZASl2O+Ph4Ll++zCuvvILdbmfPnj388ssvvPHGG3z22WfExsbi6+tLXFwcW7ZsoWzZsnTp0gWz2UyDBg24fv06kLIMbuPGjblw4QLbtm2jefPmxMfHG+8l9fmeFBsbS1xcHBEREQ6fTJkyceLECWM7KioKi8VC3759Ha710UcfUbVqVRo2bEjNmjVp2bKlce3GjRvTunVrqlevzqVLl/70dy4iIiIiIvIkTXWRDGvevHkAREZGEh8fb2R/XLp0yaGmx+nTp2nTpo2xbGzPnj25d+8eGzZsYNmyZQ7XTM3SeFyFChUIDQ2lYMGChIeH0717d1auXMmdO3fo0KED8+fPN6aJzJgxg379+hEbG8v06dONIEDNmjW5fv06/v7+xMXF0bFjRwCyZ89OUFAQ9evXp1+/fphMJk6fPk337t0pVqwYq1evZvr06bi7u7N3714ANm3ahNlsZv369TRt2pQxY8Ywd+5c5s+fz8SJE+nfvz8ffvgh0dHRlChRgvfeew+AhQsXMm3aNAoWLPhc7zcxMdHpXTzOarUaf589e5agoCBmz57tdN7UqVMxm83PnN4jIiIiIiLyR5jsT8v/F/kfZrPZnloXJD23b982CqKeO3fOadqKxWLBbDZz9uxZcuXKRbZs2YiMjCRLliw8fPiQuLg4h6kvz+vy5csEBgY69NlqtWKz2fD09OTBgwe4ubkZdTg8PDywWq1GUObChQucPHmSevXqGYVT/4mioqJSlrXt9x0u5szPbiAi8gKFTWz0d3dBRERE/n+pY4PU8VR6FPgQkf8qCnyIyN9JgQ8REZF/jucNfKjGh4iIiIiIiIhkWKrxISL/lUJH13tqVFdERERERASU8SEiIiIiIiIiGZgCHyIiIiIiIiKSYSnwISIiIiIiIiIZlgIfIiIiIiIiIpJhKfAhIiIiIiIiIhmWAh8iIiIiIiIikmEp8CEiIiIiIiIiGZYCHyIiIiIiIiKSYSnwISIiIiIiIiIZlgIfIiIiIiIiIpJhKfAhIiIiIiIiIhmWAh8iIiIiIiIikmEp8CEiIiIiIiIiGZYCHyIiIiIiIiKSYSnwISIiIiIiIiIZlgIfIiL/X3t3Hl3T1f9x/H0z3RgymYeEqCHmUtRYcylS6imtoirEWJSWqlKqaihac1BtaY1Fqx5DUYrWVENR89QEkcYsc27uTe7vj6ycX64kaJvyND6vte5aPfvsc86+++7Hes43e3+3iIiIiIjkWAp8iIiIiIiIiEiOpcCHiIiIiIiIiORYLo+6ASIif0XlMZtxMud+1M2QhyhsUptH3QQRERER+RfSjA8RERERERERybEU+BARERERERGRHEuBDxERERERERHJsRT4kMeK1WolOTn5UTdDREREREREHhIFPiTHSkpKwmazOZSVK1eO5cuXO5RZLJYM9e533+ySnJyMxWL5S9cuXryYQ4cOOZQNHz6cLVu2ZFo/JSUFu91uHO/fvx+r1WocX716lR07dpCSknLfZyckJPylNqcZNWoUv/7669+6h4iIiIiIyINQ4ENyrDlz5lCiRAn8/f2Nj91uZ9SoUQ5lpUqVYvv27Znew2az8fvvv7NlyxamTJnCCy+8QMGCBTl27FiGuiNHjqRHjx4Zyhs2bMi8efMyvf8vv/zCE088QcmSJR3alPYxm82YTCY2bNiQ4drdu3czYcIE4/jOnTuEhIRQvHjxTJ8VEhJCYGAgt2/fBmDmzJlMnjzZOL9p0ybeeOONTK9NLykpiSeeeCLLAEuadu3a4eHhQYECBfDw8KBYsWJG4OXLL78kLCzsvs8SERERERH5uxT4kBxryJAhREREsHjxYurWrUtYWJjx+fXXX/H392fNmjVERETw7LPPGtfFx8cTEBBAkSJF8PX1pUOHDsybN4/IyEhatmzJd999R4kSJTJ9ZmazJXx8fHBxyXzn6Hr16nHlyhUuXrzo0L4TJ07QqlUrChQoQEhICC1btsxw7bBhwyhfvrxxHBISgs1mo02bNkbgpFChQnTq1AmAXr16UahQIYYMGQLAuHHj8PDwMK7ftGkTPj4+TJgwgTFjxrBo0SIAEhMTiYqKIj4+nsTERJYuXYq3tzf16tUjMTGRxMREEhISuHPnjsMMEjc3N2bNmsWNGzcYPHgwbdu2xWQyAZA3b15y59ZWtCIiIiIi8s/L/G1MJAcpV64coaGhhIeH4+vrC8COHTs4efIkFSpUyFDf2dmZs2fPcu7cOcqUKXPf+6ctk0l7qbdarZhMJlJSUnBzczPKITWIYLVaHQIO6dntdpYvX87IkSNp06YNp0+fzlD3pZdeYtOmTTg5OWG325k+fTrTpk3jo48+YseOHdSuXduoGxsbi7u7OwBms5mFCxeyb98+AgICsNls+Pj4MH/+fIYMGcLmzZuZMmUKbm5uWK1WChcuDMDXX39NcHAwrq6uQOoylzx58uDh4YGrqytubm7Y7XYsFgvbtm2jUaNGRj+mWbduHVOmTDGOLRbL314uIyIiIiIi8iBM9vSL/kVyiAULFvD222/j4eGBk1PGiU0JCQlYrVY8PT2x2WzExMSwatUqWrRogc1mw9XVldDQUPz9/e/7rHnz5vH+++8TExODyWQib968TJkyhSlTphAdHc3Fixfx8PAgX758JCcn88orrzgsMUnvzp07+Pj4sGHDBlq3bp1pncTERMLDw3nuuec4e/YscXFxNG7cmPLlyzN69GguXbrE8ePH2bVrFz/88APz58/nlVde4dChQ1SuXBmz2UxERAT16tUzlpuMHz+eY8eOsWLFint+18GDB+Pu7s6kSZNwcnLi5MmTDrNO0uvUqRPPPfccdevWpWHDhkRERBjBkEKFCjF27Fj69et33/61WCwOeVCio6Px8/PDb/BKnMyaNfI4CZvU5lE3QURERET+h0RHR+Pl5UVUVBSenp5Z1tOMD8mRevXqRa9evThz5gyHDx++Z93ixYvzzDPPZCiPj48nNjY202usViu5c+fGbDbTt29f+vbtS6VKlahVq5axROTVV19l//791K5dm4oVK7Jv3777tttsNgOpS2DulpKSgpOTE+7u7sYsEicnJzw8PHj99dc5f/48zZo1IyAggAsXLjB06FC6detGuXLlABg9ejRhYWEsWbKEAgUKONx727Zt2O12h/K1a9dSv35943jcuHHkzp3byCvi5uZmtDc5OZnExERy587tMMMF4NixYxQsWNA4ttls3L59m99+++2+/QEwceJExo4d+0B1RURERERE7qYcH5Kjbd68mffff58bN25k+lm6dCmffPJJptfWqVMHX19f45MvXz4KFChA0aJFKVq0KJs2bTLqHj16lJMnT3Lq1Cneeusto3zOnDm4uLhw8OBBdu3a5XD/7t27U7x4cYdkpmlLb6pWrepQXqhQIQIDA41rrVYrly9fpnLlysanYMGC9O3bl9mzZ+Pn58eAAQNo1qwZpUuXBmD9+vUMGjSIzZs3Y7VaiYiIwN/fH5PJxNq1a9myZQvXr19n3LhxFCtWzAiYALz55puMHj2aiRMnYjKZcHZ2xmKxULZsWVxcXHB1dSVv3rxcvXo1Qz/+5z//wc3Njfnz5wNw9uxZChcufN/kqGlGjBhBVFSU8bl8+fIDXSciIiIiIgKa8SE5nNlsJjw8PMtdVa5fv07jxo0zPffbb785LHXp2rUrZcqU4f33389Qd8KECRQtWpTixYuzZMkSmjVrhq+vL9u2baNp06Z4enoSHBzMwYMHyZs3L4AxMyS9tGU2v/32G97e3ll+r7i4OGrWrMnu3bupUqUKuXLlMmZamM1mbt++zcWLF+nYsSNNmzZl0qRJmEwm+vTpA8Cvv/5KtWrV2L9/P+7u7uTNmxeTycSRI0cYM2YMJ0+edJj90bt3b9q1a0e1atXw9PQ0lvQcP37c6COr1WrkAUnPycmJd999l3HjxtG/f3927NhBYGAg58+fZ+vWrTRv3jzL75n2fdJmloiIiIiIiPxZCnxIjpaSkkKtWrVYt25dpucnT57MqVOn/tYz1q5dy9atW+nWrRu3b9/m22+/pVKlSjRv3pwhQ4bw888/07JlS0wmE6+88gorV64kV65cf+uZkZGRRtLTpKQkhx1SSpQowZUrV6hfvz7vvfcewcHBxrnhw4dTrVo1ChUq5BBY2bFjBz179sTJyYmoqCgaNWpE+fLl+eabbwAoX758lrk80mQW9EjfpsjISACWLVvGO++8Q2xsLJMmTbpv4ENEREREROTvUOBDcjSr1crPP/9svOSnbTebPuFp27Zt/9Yzbt26xejRo7l+/Tq3b9+mXr16BAUFERMTw8CBA/n5558B+Pzzz2nUqBG1a9fmwIEDf2sWw5EjR4wtdRMTE42dWwBcXFyoUKECw4YNo3379g7Xbdy4kcDAQI4fP+6wlKVJkyb8/vvvHDlyhE6dOnHixAnj3IULF3Bzc8sQ2LDb7Vy/ft14dkpKCklJSXh7ezv0d1BQENu2bSMwMJDt27cTERHBc889B8DIkSNZu3Yt7dq1+8t9ISIiIiIici8KfEiOlLbF7KBBgxg0aJBRPnToUCIjI1myZIlRlrYVq4uLi8MWrA8qKCiI5ORkxowZA8CNGzcIDQ1lyZIluLm5GfU8PDzYtm0b+/bt+9tLN9atW0dQUBAAMTExDveLi4ujW7duTJgwgdatWxvnLl26xK1bt2jQoAGffPIJL7zwwgM9q2rVqtjtdofvAqnJX5s1a2YEkVJSUrBYLEyePJk33ngDSA0w1ahRg2bNmtG0aVOeeeYZpk6diotL6j89M2bMIDg4mBo1ahhbDYuIiIiIiGQnBT4kR1qyZAkjRozAzc3NYZeR27dvk5yc7JC7Izk5GYvFwoIFC2jYsKFR/+5dXWw2G0lJScTGxpKcnExSUhL58+fHyckJZ2dnbDYbNpuNggULsnPnTuM6u91O2q7RPj4+tGrVKtM279y5k+PHjxs7t2Tlp59+4uDBgyxcuJDJkycTFxeHl5cX8fHxbN68mUWLFnHixAmWLFlCq1atWLRoESVKlOCrr74iMDCQs2fPsnXrVhYtWkRCQoIxCybtO94tLi4u03bkzp2bo0ePUqpUqUzPp91rwIABhIaG0rp1a5o0acJ//vMfo05gYCAdOnSgUaNGbN68mTJlymT5vUVERERERP4KBT4kR+revTvdu3fPUP76669z9epVVq9eneHc559/jq+vL66urnh5eWW6pSxASEgIycnJJCQkEBkZaSQBtVqtJCYmZqifkJCAxWK5b5v/+9//smHDBkaNGnXPwMeJEyfo3bs35cqVY/Xq1cycORNXV1djSc3333+P2Wxm3bp1tG3blg8++ID58+fz2WefMWnSJIYMGcLrr79OTEwMFSpUoEePHgAsXLiQGTNmZBnIuFtSUlKm3zeN1Wo1/vvUqVMEBAQQEhKSod706dMxm814eXk90HNFRERERET+DJM97U/RIvKvduHCBfz9/R2W61itVpKTk3F3d+fGjRu4uLgYeTjc3NwcdmI5e/Ysv/32Gy1btjQSp/4vio6OxsvLC7/BK3Ey577/BZJjhE1q86ibICIiIiL/Q9LeDaKiovD09MyyngIfIvKv8qD/uImIiIiISM72oO8GTlmeERERERERERH5l1PgQ0RERERERERyLAU+RERERERERCTHUuBDRERERERERHIsBT5EREREREREJMdS4ENEREREREREciwFPkREREREREQkx1LgQ0RERERERERyLAU+RERERERERCTHUuBDRERERERERHIsBT5EREREREREJMdS4ENEREREREREciwFPkREREREREQkx1LgQ0RERERERERyLAU+RERERERERCTHUuBDRERERERERHIsBT5EREREREREJMdS4ENEREREREREciyXR90AEZG/ovKYzTiZcz/qZvxPCpvU5lE3QURERETkf4ZmfIiIiIiIiIhIjqXAh4iIiIiIiIjkWAp8iIiIiIiIiEiOpcCH/ClWqxWbzeZQlpCQAMCZM2f44IMPiIiI+FP3jIuLw2q1AmC32+9ZNyYmhosXLz7QfdesWcPatWv/VFvutm/fPq5evfqnr4uNjeXQoUN/69l/RpMmTdi/f/9Dex5AfHw8R44cyfJ8YmIiSUlJD69BIiIiIiIimVDgQ/6UtWvXUrx4cQoVKkTlypVxdXWlXr16vPjii7zwwgvYbDaioqIoV64c/v7++Pv78/vvvxMREYGPj0+m95w5cya9evVi4cKFBAYGZgispLd48WKeffZZYmNj79vWH3/8kS1btvzl72q32+nZsydz587909fu3buXp59+msjIyCzr2Gw25syZY3zflJQUIwCUJiUlBYvFkuG6lJQU4/jYsWP89NNPlC5dOsMzrFarUbdnz57kz58ff39/nJyc+OGHH+jSpQsFChQwfit/f39MJlOWv8H06dMJCQkBYM+ePTRv3jxD+9IEBQWRP39+ChQokOUnf/78mEwmTp48mWU/iYiIiIiI/B0KfMif0qFDB4YMGUL//v05fvw4+fPn5/DhwwDMnTuXli1bkj9/fm7evElYWBgFChTAycmJXLlyYTabM72nh4cHHh4evPbaa5QoUYLLly8DqTNBbt++TWxsLImJiSQmJtKjRw9q1qzJoUOHjLL4+HiioqK4deuWw33tdjve3t4OZVWrVqVIkSIOL/npgyjpZ5x89913xMXF8c4772Roc3JysvHfw4YNw8nJCRcXF+PTqlUrTCYTvr6+DuUmk4ldu3YZz9qwYQM9e/YEYNOmTXh6euLp6Ym3tzdeXl54eXlRsmRJh2dPmDABDw8PI6hQq1YtXF1dCQgIcAgq+Pj4kCdPHuP3cXNzY/z48Rw8eBAPDw8aNWqE2Wxm6tSphIWFGR+TyYSLS8YNn2w2G5988onRnubNm1OsWDEWL16c6e+6fPlyYmJiuHHjRpafCxcuAODu7p7pPURERERERP4ubWcr2cJkMgEwefJk6tWrZxzffR7g999/p3LlyuTOnboVqcViwWq1snTpUmJiYggNDWXTpk18+OGHTJkyxQgapImPj2fNmjU4OzsDqQEEq9VKkSJFuHTpElu3buXo0aMcPXoULy8vZs+ejbu7O8HBwbi6urJixQoaN24MpL5wu7m5GffOnTs3efLkwW63ExUVRa5cufD19TXO2+12EhISqF+/Pj/88AOQGlDo1q0bixYtIiUlhRdffJGXX36ZTp06Zegnf39/43murq58/fXXdOzYkWvXrtG6dWtj2dC9jB49mtGjRwNw584dypYty8cff0y3bt3ueV1af23fvp0WLVrg5uaGm5sbo0aNYurUqUY9J6fM46HTp0+nePHitGnz/1ulfvjhhwwaNIiuXbs6BC8SExNJSEjA3d09w1gAMswoyeqZIiIiIiIif5cCH/KXTJ8+nUWLFhEdHe1Q7urqip+fn0PZ2rVrOXjwINHR0QQFBfHaa69RqFAhwsLCgNSZFcuXL+frr78G/n/WxcSJE5k4cWKGZ/v6+rJkyRIjeHE3b29vfH19sVqtFC1alPj4eD788EOCg4ONl//00gdV0gIPc+bMYdasWRw5cgSr1YqTkxN58uTJ9HlVq1alVKlSAAwdOpTvvvuO/fv3O8wUKVCgAD/++CM9evQgf/78QOrLv4eHB5s2bWL//v1MmTIFV1dXhyCA3W4nOTkZDw8PRo4cmeHZ7733HlarlY4dO2batsxs3LiRtm3bGscffvgh3bt3z7Q/0ly8eJFx48axbds2h/K2bdsye/ZsRowYwbRp04zyr7/+muDgYNzc3DINfCQnJ/PKK6/wySefPHC7RURERERE/gr9mVX+ksGDBxMWFoanp2eGc3cvW2jatCnNmjXDbDbTsmVL8uXL53Dex8eHmzdvAjBkyBDOnz//t9pWs2ZNXn75ZTw8PGjQoAFNmzY1ltmYTCY6depkLHWxWCwZZhtcuHCB9957j4ULF+Lu7k5QUBAffvhhls97+eWXefnll3nttddYsGAB7du359SpU4SFhbFu3TqSkpKYMGECnp6ejB492sjF0aJFC3LlyoWbmxsxMTEEBgbSpk0b9u7dS0REBG3atDE+TZs2zfDc7777jjlz5pArVy4qVKjgkKfD19cXk8mUIVms3W5n/fr1VK1aNcvvkz5/CKTOyOnYsSOvvfYaNWvW5Pr16w6/0cKFC1myZAkzZswwyl577TWsVitxcXHExsZm+CQkJPDFF19k2Ya7nx8dHe3wEREREREReVAKfEi2c3V1dTj28PDghRdewGw206lTJ/Lnz8/ly5fx9vbG2dmZuLg4rl+/TnJyMiEhIQ4v6xEREUbOibTPlStXaNasmUPejMwSkF6/ft2YXZE268BkMrFixQojn8XdeUfOnDlDmzZt6N+/P3Xr1gUyLoexWCwZEnquWLGCq1evcvnyZWrWrEn16tV57733eO6555g/fz4tWrTI0L4ff/yRhIQEnnjiCZ544gkaNWpE3bp1OX36NG+99RZPPvkkFy5c4JlnnjHakmbXrl28+uqr2O12Vq1a5ZCjIywsjF27dmU628JkMtGnTx+GDh1qlA0dOpSCBQvi4+ODv78/JUqUMHKYJCUl0aVLFywWC5MnTwZg0aJFPPvss0Yi1uLFi/P1118zYsQIhgwZYixjuX79ukMwJv2nd+/eGfojKxMnTjTynXh5eWWYUSQiIiIiInIvCnzIXzJ9+nT8/f0d/vp+8OBBjh49miHwcbekpCTKli3LnTt3KFeuHAEBAZw/f57z589TvHhxypUrZ9RNmz1y48YNbDYbNpuN4sWLs23bNuO4fv36DoGJNKGhoQ75OSDjbAZwTGi6Y8cOrly5wqJFi4yX9O+++44ZM2YYx6VKleL99993uEevXr34/vvvcXZ2pkSJEjg5OTF9+nRcXV05duwY+/fvJzExMcs+SQtQrFu3jpo1a1KpUiUSEhIYPnw4W7dudai7Zs0annvuOQYNGkTx4sXp2LFjhsBCgwYNMl1iAvD+++9z9uxZTp06BcDUqVNZunQp3bp1IywsjM8//5zr168DcP78ec6dO8e6detwd3fHarUSEhLCRx995PA7N23alHXr1lGuXDljqUzevHm5ePEiR44ccQjKBAcHExUVlWVf3G3EiBFERUUZn7TktyIiIiIiIg9CgQ/5S+5e6nLgwAEWLFhAbGwsRYsWNerdvT0rpAYx0q6z2Wx4e3tTpEgRPvvsM5o3b+5Q90GTXt6du+Py5cvExsZStmxZh/LMAh/pd2jp3bs3MTExDi/qHTp0ML5vWFgYERERRu4Ri8XC9OnT6devH3Xr1qV8+fJs3bqVL774gqioKD7//HNCQ0Pp2LEjefPmxc/Pj48++ijT73D79m2GDh3KqFGjCA8P5+LFi7Rr146+ffsaM0xiY2OZO3cus2bNYvz48QBZzvjIiouLC6VLl+b33383yqpXr87mzZv59NNPGTx4MMePHwegYsWKHD58mBIlSgDw1VdfUbRoUV566SUgNbi0c+dOAJo1a0a/fv2Me94rAJZVUCYzZrPZ2O0m7SMiIiIiIvKglNxU/pJr167x3XffERsbS+3atVm5ciWlSpWiSpUqlC9fHoC+ffsSHh5OoUKFCA8PJyYmhpYtWxIQEGDkubBarbi6uvLMM88QEhLCihUrsqV9+/bto1KlShkSkjo5OdG5c2djhojJZMJisRizFEwmE3FxcTRq1IgJEyY4LFGJjo6mTZs2fPzxxzz99NNA6kv57t27KVWqFK+++iofffQRO3bsYMeOHQ7PNZlMBAUF0bhx4yzza3z55ZecP3+eRo0aGTNLSpYsiaurK9OnT2f48OHkzZuXLVu2OFzXsWPHDEt27t41JU1CQoIx46N+/fqsW7cOgIIFC+Ln58fOnTs5ePCgw/3Sgk+xsbGMGTOGVatWGecOHDjAkCFDOHXqVJYBiapVqzoEsKKiojIEuERERERERP4pCnzIn/Lll1/ywQcfULZsWTw9PXF1dWXz5s14e3vz4Ycf0rp1a8xmMzabjTfffJOxY8cyZ84cxo4dS9euXenYsSMjR44kODiYgQMHEhUVhYeHB15eXiQnJ9O8eXMuXLhgBEbuTs6ZmYSEhAwzPtauXcuzzz6boe7+/fsdjmNiYhyObTYbXbp0ISUlhZo1azqc8/T0pHHjxjRv3pzvv/+e+vXrAxiBgIMHD+Lk5GTsVpPeO++8g7u7O126dHEov3btGjExMRw6dIigoCCaNm1K5cqVHQIFv/32G8WLF8/y+69atYoGDRo4lIWFhRkBqDTJycnkypWLq1ev8sMPP+Dt7W2cO336NBMnTqRNmzacPXuWKlWqZPodGjZsaOQbsdvtNGrUiCeeeILhw4dnyLMSGxtrtD/9sxYtWsTJkyeNe4iIiIiIiPyTtNRF/pTWrVtz7Ngxjh49yqRJk3B2dsbb25uFCxcSEhJi7H6SmJhI2bJlKVy4MK+99hoXL15k/vz5hIeHExkZSbdu3TCZTHz33XfMmzePlStXUqtWLYYOHUrz5s05duwYkPlSmZSUFOx2O1u3bsXLy4sLFy44JP8MDw/nm2++oVu3bkDq0o4bN24QERGR4V7Lly+ncuXKQGrukc6dOxMaGsrWrVuN3WeioqKMpRnjxo2jf//+tGrViiNHjjjc634v8emX1EDqbigVKlSgXr16DB48mLfeeosrV65w8eJFbt26xa1bt4iMjCRXrlycPn2aa9eu3feeACdPnmTr1q0ZlpqkzQKZNGkSFSpUAODmzZssWLCAZ555hlKlSjFlyhQaNWrEpEmTuH37tnHtu+++y5w5c7h48SK1a9emZMmS5M6dm9q1a+Pm5sYXX3zBwYMHHZ5nMpl46623Muzy0717dyZOnMjy5cuNhKl31xEREREREckumvEhf0rBggUpWLCgcZyWbPLTTz9l8+bNxswEq9WKzWbD1dWVQoUKAam5Pd5++22++uorzGYzM2fOpE+fPmzYsIHNmzdToEABGjdujMlkomLFikBqgszly5c7LFmxWq0kJSXRpEkTVqxYQYMGDfDw8DDODxs2jNatW/Pkk08CUL58eSpWrEjJkiUzBCdcXV2ZMGEC8P+zL3744Qfy5cvHuXPnaNy4MVevXqVPnz7GNZMmTcLPzy/DjIrExEQiIiKMQEp6V69epXPnzsax3W5n8+bNzJw5ky5duhAdHc0nn3zC2LFjOX/+PNHR0Q5BH3d3d27cuJHhvpklTN26dStjx45l8ODBDuWZBUnSlrz897//JX/+/HTr1o2SJUuyaNEih2BE8eLFeeWVV6hRowbly5enTJkylCpVylgy9PrrrzNjxgwWL15sXOPl5cXUqVMzPBNSc7KsWrWKK1eu8PHHH1OkSJFM64mIiIiIiPxdJrvmmstDFBUVhZeXl3F87tw5vLy8jODInTt3iIqKomTJkn/rGdHR0dmy7emGDRuoXr06xYoVu2/d5ORkLBYLuXPn/tvP/TtSUlIeOClsYmJitsy2iI6OJleuXPfd0Sc7REdHp25rO3glTuZH29f/q8ImtXnUTRARERER+celvRtERUXdcxMEzfiQhyp90APIsOuKt7e3Qz6Iv/qMu5/zV7Vp8+AvkM7Ozo886AEPvhMOZN8SE+20IiIiIiIi/6uU40NEREREREREcizN+BCRf6XjY1tqpomIiIiIiNyXZnyIiIiIiIiISI6lwIeIiIiIiIiI5FgKfIiIiIiIiIhIjqXAh4iIiIiIiIjkWAp8iIiIiIiIiEiOpcCHiIiIiIiIiORYCnyIiIiIiIiISI6lwIeIiIiIiIiI5FgKfIiIiIiIiIhIjqXAh4iIiIiIiIjkWAp8iIiIiIiIiEiOpcCHiIiIiIiIiORYCnyIiIiIiIiISI6lwIeIiIiIiIiI5FgKfIiIiIiIiIhIjqXAh4iIiIiIiIjkWAp8iIiIiIiIiEiOpcCHiIiIiIiIiORYLo+6ASIif0XlMZtxMud+1M3IVmGT2jzqJoiIiIiI5Dia8SEiIiIiIiIiOZYCHyIiIiIiIiKSYynw8RhLTEzkypUrGcp37drF0KFDH/g+Vqv1Tz87OTmZpUuXcvHixXvWCw8Pv++97HY7VquVpKSkLOuEhoZy8ODBP93OhISEP33NXxEdHc2BAwf+0rUxMTHUqVOH0NDQbG7Vvd25c4cTJ05keT4hIeEvjQ0REREREZHspMDHY2zPnj08/fTT/Pe//3UoL1OmDAsWLCAsLOy+97h9+zalSpViz549D/zciIgI2rdvz6RJkwgKCuLs2bOZ1rNYLNStW5eJEycCULZsWTw8PPD29s7w8fLyonfv3sa1H374IRs2bDCOp0+fzpQpUx64jWnq1KnDF198cd96np6eRls8PDywWCw0a9YMLy8vChQoQIECBXB2ds6yn2bMmEGHDh24c+fOfZ9ltVqx2+3G8Y4dOzh37hwlSpTIUDd9MKhZs2YULlyYEiVKYDKZOHfuHPXr16dIkSL4+/vj7++Pr68vvr6+WT57xIgRfPPNNwCsXr2aTp06ZVm3WbNm5M+f3/j+mX18fHwwmUzEx8ff93uLiIiIiIj8FUpu+hhr2rQp3377LR07diRv3rx07NgRk8lE3rx5cXV1pX79+iQlJeHs7IyrqyuXL1/OcA8fHx+ef/55vvnmG+rVq5fls8LDw9m1axdr1qwhNDSUYcOG0b59e44ePcobb7xBUlISjRo14qmnnqJs2bKUK1cOs9nM+vXreeaZZ6hduzbu7u5s376dmjVrAtC/f39GjRpFsWLFMjzvySef5LXXXmPMmDEEBQWxePFi3N3d8ff3N+rYbDaSkpK4du0akBpQiIuLw9XV1QhSRERE0KZNGxITE43rLBYLZrMZd3d3o8xqtRITE4OLiwvu7u6YzWbc3Nz45ptvaN68OQB+fn4UKFAgQ1uPHj3KhAkTyJMnDw0aNDDKb9++TVRUFNu3b6dWrVpGed++ffn666+N50dHR+Pi4kLhwoUd7muz2YiLi+OPP/6gQIECuLm58eWXX1KwYEG6dOlC2bJlMZvNrFixgsaNGwMQFhZG06ZNM/0Nb926xezZs43gTdeuXXn33XfZunWr8R3Te5Bg2JEjR6hevbpDX4qIiIiIiGQnBT4eY7/99hu1a9fm/PnzuLm5ceXKFRo0aMDSpUsJCAjg3LlzNG/enD179lC8eHEsFgvu7u44OTlhMpky3G/GjBnGf9vtdmrUqMH+/fv58ccf6dGjB23btmXQoEEcPHiQnTt38uabb9K0aVOefPJJ+vbty7p161iwYAE3btxg9+7dQGoAY/v27Tz11FM4Of3/BKUzZ86wcuVKpk+fnul3e/755/npp5+4c+cO06dP56mnnmLr1q337I89e/bQrFkz3NzcjFkIuXPnpkiRIgDkyZMHu91OUlISn332Ga+99ppxbfq2pXF2djb6Ijw8nOvXr1OoUKEMv0Hr1q3p1asXq1at4rvvvqNMmTJERERQp04dxo8f7xD0APj888/5/PPPAbhw4QKVKlVi06ZNNGzY8J7fL609P/74I88//zwAbm5uBAUFkSdPHiA1gJPZdwEYPXo0gYGBVKlSBQB3d3dGjRrFe++9R7NmzRzGRFxcHFarFbPZnOlYsVqtRnsg8/4TERERERHJDnrbeExFR0fTrl07/vOf/3Dr1i0g9UV2wYIFdO3alV9++YUOHTowb948ihcvDoCLS2qcbNu2bdhstnt+5s+fb/wVv2nTpoSFhVG9enXGjx/Pxo0bCQ8Px2Kx8Mcff3D69GmCgoL4/vvvWbt2rRH02LFjB1u2bKFGjRqYTCZSUlIAaN68Oc888wx58+alXLlyFClShOrVqxvf7dSpU6xfv56KFSvi7e3NxIkTmT59OkWLFqVs2bKUL1+e8uXLU7p0aTZv3mxc16hRI2w2G/Hx8YwfP55XXnmFmJgY/P39+f7774mNjTVe6NMHPQBMJpOxVMRisTicW7NmDQEBAXTv3h1vb2+H36B9+/aMGDGCmTNnMmHCBJo1a8bXX39No0aNGDhwIG+88cY9f8chQ4ZQsmTJ+wY90tu4cSNt27Y1jhcuXMjx48c5fvy4Q3+kd+DAARYvXszkyZMdyvv37090dDQzZ850KJ86dSoFCxbMcolLwYIF/9LSIxERERERkT9LgY/HlKenJ4cPH8bFxYWFCxca5dWrV6d169bUqVOHgIAAmjRpYpxLSUnhrbfeyjSXxN3Kli3r8DKekpJC586dWb9+PRaLhTVr1lC1alU+/fRTPvroI/z8/Fi7dq1DMkyz2czMmTNp2LAhVquV5ORknJyccHd3p2fPnsyePZvZs2fzxhtvYDabjesiIyMZNWoUNWrUwNPTk6NHj1K5cmUuX77MuXPnOH36NKdPn+bChQu0aNEiQ9sXLVrE4cOHWbx4MU5OTpjNZuP+KSkpxMfHk5yc7HBNSkoK586d4/z58w5tWb9+PVevXmXKlClUq1aN77//3uE3OH36NAMGDABSZ7cUKFCATp06UalSJXr06HHPPp4+fTrr1q0jPj7eyNGR9knL23G3O3fusGfPHipVqpTlfdMCTGlu3brFSy+9xJgxY/Dz8yM0NJQ//vgDSA2GLVu2jFGjRhm5PwDGjBljLB2KjY3N8ElMTGTMmDH3/H4iIiIiIiLZQUtdHmPe3t6sXLkSgNOnT7Nz505WrFiBi4sLO3bsYOnSpZQsWZLmzZtTr149unXrxowZM1iwYAGurq7GfeLj442ARBqLxeKQKyI0NJS+ffty+vRpKlSowPPPP4+7uzsDBgzAarVisVho27YtrVu3ZuDAgQDUrVuX9evXc/36dVxdXUlISDCCCjExMdy4cQOAqKgoh+/VpEkTfv31V1atWkXx4sX56quvaNy4sTFjJU2LFi349NNPHcpmzJjB4MGDAfjqq69wcnIiJSWF5s2bG7NO7HY7e/fupU6dOsZ1drudXLlyZejjo0ePsnXrVrp3786WLVsoV64crVq1wmazsWjRIq5cucLx48fZvXs3vr6+1KpVixkzZrB+/XqeeuopPDw8KF26NAUKFGDkyJE88cQTAHzzzTcMGzYMgL1792ZISLpjxw769OmT6W/esWNHhg8fzoIFCwDo1KkTFosFFxcX8uTJQ9GiRY36aTODAgICGDJkCJA6m+Po0aPs2rULSA3YzJs3jy5dunDu3DneeecdAA4fPkz79u0ztAGgR48ejB49OtNzd7NYLA6zaKKjox/oOhEREREREVDg47EXFxfHwIED8ff358yZM5hMJrp160ajRo0oXrw4P/30E7Vq1eL06dN4eHhkuj1p9+7d8fX15cMPP8zyOUWKFKFq1apUqlTJWO7Rr18/7HY7/fv3x9PTk0qVKtGyZUuH606dOsWcOXOYPXs2kZGR5MqVi8TERFauXMn69euB1G15705w6uTkRJs2bQDo0qULnTt3dgjWzJkzh71792Zo54svvkiFChWoUaMGPj4+ODk5UblyZWbPnm0kALXZbA75KRISEkhMTDS+V/qX9N69ezNy5EiGDh3K3r17jQSwLi4uXL58mdjYWF588UWmTZuGr68vdevWpWbNmkyaNImJEydy6tQpDh06xNWrV42gx9y5cxk8eDDTp09nwIAB1K1b16E9aX2SfllNerNnz6ZUqVJMnToVgBUrVnD27Fni4uIYMmQIa9asIS4ujjx58nD48GEsFgvr1q3DZDJx69YtlixZwpYtWxzu2aVLF+x2O3nz5jXK3N3duXPnToadaoKDg4mLi8u0bZmZOHEiY8eOfeD6IiIiIiIi6Snw8Zj74osvuHHjhrFla6dOnbDZbEDqkoeoqChjBsRf9e233zJ8+HCcnJyM2QTPP/8848aNY/Xq1Tz//PPUr1+fvXv30rFjR65evcqFCxfIkycP27Zt49y5c9y8eZOUlBT8/PyMJKXvv/8+iYmJTJo0KdPnjhw5EicnJ6ZNm5bhnJubW6bX3G87VyDDzJHQ0FAqVarE8ePHARxmvhQsWJAiRYrw008/sXv3bj777DPj3NixYxk6dCjvv/++cc/z588zfvx4h6StL774ovHiHxERwbJly1izZg0tWrRgwIABWc746Nu3b6bt9/b2xsfHh/DwcKOsRo0aDBs2jNjYWNauXYu/vz/Vq1enUaNG7Nu3z0g+Om3aNNq0aUPt2rWB1F1ZAKpVq0bXrl0dnpM+0HS3zBKeZmXEiBG8+eabxnF0dDR+fn4PfL2IiIiIiDzeFPh4jCUkJDB58mSHhJZ37twxZk84OTllmEnwV7Rq1YrSpUtjs9mYPn06NWrUoF27dsauIFu3bmXo0KFMnTqVDz74gFy5chm7jKxatYquXbuyd+9eKlSogIuLCz179jSWXQAsX76c+Ph4evbsaZSdPn2aL774ggMHDmTapgIFChAWFuZQdvHiRUwmU4agiM1m49atW0RGRgKpy1osFgt58uShYMGCnDlzhvLly2f5/Xv27EmHDh1o2bIlPj4+DufGjBnD+PHjcXNzY/Pmzbz66qucOXPGaEO/fv1ISEgw6hcrVoyff/7ZaBfwp2Z8XLt2jaFDh2I2mwkICDDKa9SoQXh4ODExMezfv99hl5W0/w4PDyckJIRDhw4Z57Zs2cLy5cs5cOBAhoAQpAYp7s41cvPmzSyDMplJn2NFRERERETkz1Jy08fYhAkTeOaZZ6hYsSKQ+lK8f/9+atasma3PyZUrF7du3eL7778nLCyMw4cPs3v3btzc3Hj55ZdZtWoVsbGxrF69mq5duxov1ufOnWPPnj20bduWL774gjZt2vDZZ5+xbds2ChcubNy/cuXKDB06lB9++AFIDQgEBQXRp0+fLAMSlSpV4syZM9jtdn788UcAWrduTUBAgLHrS9rn3LlzdOvWzaEsICCACRMmALB9+3aqVq1q3Ntutzs8q06dOly/fj3Tcx4eHpjNZi5fvsygQYMYPHiwQ+Dl+vXrxna6Wdm7dy9hYWEOnxUrVmSol5ycTMGCBUlISGDbtm0OgYpTp04xZcoUVq5cSURERIZr05Yk9enTxwhkJCcn07lzZ2JiYvj4448zXBMbG4unp2eGtr377rtGcO3u/hAREREREcluCnw8psLDw/nkk08YOXIkkLpzx4svvkhQUBD58+cHUl9KH+TF1GKx3HfpQp48ebDZbNSoUYMWLVqwePFi8ufPT8eOHVm1ahVFihThm2++oX79+jRq1AiAjz/+mDp16vDzzz+zefNmGjduzNtvv83KlSvx9PQkMjISZ2dnqlSpwsyZM40tVfv378+FCxd47733smxPuXLl8PPzY8aMGQQGBhIXF8eJEydISEgw8lKkfQICAli3bp1xHBUVhcViYdq0acTFxbFs2TLatm1LeHg4U6dONZa6WK1Wrl27RseOHfnoo484f/487dq1M3ZESev3GTNmUKNGDSpUqMDbb78NwKFDh9i6dSu//PKLkdvjbnfvLJPm8OHD/PzzzxmWmthsNkwmE3PmzDECDzdv3mTMmDG0bNmStm3b0qtXL2rWrMncuXOJj483ru3atSvr1q3jl19+oWbNmvj6+pI3b16aNGmCn58fH3zwAZcvX3Z4nre3t5GoNr0RI0YQHBzM0qVLCQkJ0WwOERERERH5R2mpy2PK19eXU6dOGVvTrlmzhjJlyjB58mSjTlJSEomJiVne4+TJk1SvXh2r1ZrpDIM0ly5dokePHty8eZMCBQqwe/ducuXKRa9evfjpp5+MZJqtW7fm999/5/Lly3z++eeMHTuW06dPk5yczIcffkjTpk1Zt24dTz/9NJ999hnLly83Epy++uqrdOrUCYCXXnqJli1b4uXldc8+mDVrFq1bt6Zbt27G0prMWCyWLPshJSWFfv36Ua1aNeLj41mxYoWRU8RqtbJx40b+85//8Pbbb9O/f3/effdd40V/8eLFBAUF8eyzz/Lll1/SqlUrI4A0depUfvnlFxo1apTplrtAlm1avHgxy5cvz7Bryt2BkoSEBCIjIwkKCmLjxo2YTCZGjhxJ+fLl2blzp0NA4oknniAoKIhq1aoREBBA2bJlKVmypLHEpk2bNnz66aeMGzfOuMbf39/hOL28efMyc+ZMzGazsbuMiIiIiIjIP8Fk11xz+RuOHj2Kv7//fYMMNpst0xwQf5XVasVut2eZpPRBJSUl4erq+qeSbWaX5ORkwsLCKF26dLbeNyUlxSFHx70kJiY6JGP9q27duoWPj89D6cfo6Gi8vLzwG7wSJ3Puf/x5D1PYpDaPugkiIiIiIv8aae8GUVFReHp6ZllPMz7kb3nyyScfqF52Bj3g3juG/Bl/N3Dydzg7O2d70AN44KAHkC1BD4B8+fJly31ERERERESym3J8iIiIiIiIiEiOpRkfIvKvdHxsy3tOZxMREREREQHN+BARERERERGRHEyBDxERERERERHJsRT4EBEREREREZEcS4EPEREREREREcmxFPgQERERERERkRxLgQ8RERERERERybEU+BARERERERGRHEuBDxERERERERHJsRT4EBEREREREZEcS4EPEREREREREcmxFPgQERERERERkRxLgQ8RERERERERybEU+BARERERERGRHEuBDxERERERERHJsRT4EBEREREREZEcS4EPEREREREREcmxFPgQERERERERkRxLgQ8RERERERERybFcHnUDRET+ispjNuNkzv237hE2qU02tUZERERERP5XacaHiIiIiIiIiORYCnyIiIiIiIiISI6lwIeIiIiIiIiI5FiPbeDj9u3bREVFPXD9GzdusHv37r/1zPj4eJKTk//WPf4XXLt2jfHjx5OUlATA8OHDOX369D/+3JiYGOrUqUNoaOg//qz07ty5w4kTJ7I8n5CQgNVq/Uv3Xrx4MYcOHXIoGz58OFu2bMm0fkpKCna73Tjev3+/w7OvXr3Kjh07SElJuedz04/DkydP/ul2p6SksG/fvizPW61WEhMTHdoqIiIiIiLyKDy2gY8333yTSZMmPXD9L774gh49emCxWB6ovs1mw2QyER4ebpRVqVKFH374IUPd9C+zKSkpODk5kZiYCMClS5coVKiQQ/3MgifNmzdn3rx5DmXLly+nW7dumdb/9NNPiY2NBcBut2O1Wh1eUu12uxHYuNvMmTM5cOAArq6uAOTPn59Ro0ZlWhdgzJgxODk54eLics+Ps7MzL774onHd3W3asWMH586do0SJEhmekb6tzZo1o3DhwpQoUQKTycS5c+eoX78+RYoUwd/fH39/f3x9ffH19c2yzSNGjOCbb74BYPXq1XTq1CnLus2aNSN//vwUKFAgy4+Pjw8mk4n4+HiHa3fv3s2ECROM4zt37hASEkLx4sUzfVZISAiBgYHcvn0bSP0tJk+ebJzftGkTb7zxRpZtBdiyZQtPPfUUycnJREdH06BBA3799dd7XgOwZ88eunfvDkB0dDTNmzfPELRJ89lnn5E/f/779ouLiwshISH3fbaIiIiIiMhf9dgGPtzd3XFzc8vyfPoX7oSEBKZNm8aMGTMwm80O9dIHFebOnYuPjw8lSpSgTJkyANSrV8942b58+TLdu3fH39+fwoULU6tWLQBmzZqF2WzG29ubfPnyYbfbKVKkCN7e3lSpUoUbN27g7e2Nt7c37u7u9OrVK9Pv4+7ubhz//PPPBAcHU7t2bZydnTPUP3jwIC+88AJWq5WTJ0/i4eGBl5cX3t7eeHl5GZ+7Z8WcOXOGjz/+mF9//ZUqVapQuXJlvvrqK06cOEHlypWpXLky5cuXp2vXrsY1rq6udOvWDZvN5vA5deoUTZs2NY4/+ugjh9+kb9++eHh4GC/JL774IgkJCRQuXNjh5dnb25s8efJw48YNANzc3Pjyyy9Zs2YNAQEBlC1bFrPZzIoVKwgLCyMsLIxdu3Zl+fvfunWL2bNnU65cOQC6du3K1atX2bp1a6b19+zZQ3R0NDdu3Mjys337duN3Sm/YsGGUL1/eOA4JCcFms9GmTRtj3BQqVMgIvPTq1YtChQoxZMgQAMaNG4eHh4dx/aZNm/Dx8WHChAmMGTOGRYsWZWjvxIkTadWqFc7Oznh6evL222/z+uuv33c20qxZsyhYsCAA3t7eBAUFMW3atEzr9uvXj7i4OG7dunXPfqlcuXKGPhEREREREclOj8V2tsePHyc+Pp6nn37aKHN2dsZkMjnUO3r0KN7e3pQsWZLg4GDWrFmDk5MT8fHxWK1Wh5d5SJ2REBsby8WLF/H19aVfv37069fPOFe2bFkOHz7MN998Q/PmzWnZsiWzZs2iRYsWDvd54403jL/S2+12XFxcuHPnDpC6dOGpp57iypUrD/x99+7dS7t27Zg1axY9evTItM7cuXPp2LEj58+fp1KlSsYMk3tJSkqic+fOFC9enPPnzxvlvr6+rF+/nmrVqgGpwaD0wZa0AENKSgrJycnGTBGr1cqZM2eA1BkygHEO4PPPP+fzzz8H4MKFC1SqVIlNmzbRsGHDe7Yz7dk//vgjzz//vNGGoKAg8uTJYzzbySnzuN/o0aMJDAykSpUqQGqwYtSoUbz33ns0a9bMYdzExcVhtVoxm80ZxlPac9L3RdozX3rpJTZt2oSTkxN2u53p06czbdo0PvroI3bs2EHt2rWNa2JjY43ggNlsZuHChezbt4+AgABsNhs+Pj7Mnz+fIUOGsHnzZqZMmYKbmxtWq5XChQs7tGfNmjX89ttvrFmzxigbPHgwCxcu5K233mL69OmZ9sn+/fv5/vvvOXfunFH27rvvUqFCBY4fP07lypWN8pSUFG7fvo27u3umQbeUlBSSkpLw9vZ26BMREREREZF/wmMR+Fi8eDGXLl1i+fLl96w3YsQImjRpwrBhw4yX7j/++IMKFSqwYcMG6tevT2xsLPny5cvyHomJibi4uODq6kpYWBgAo0aNomTJkg4v+RaLxXgJT3+tq6urwyyLwoULc+XKFex2OxaL5b5/HV+3bh2vvvoqs2fPzhCoSZOcnIyTkxPffvst58+fZ+jQobi6ujq8pNrtdlJSUrBarUydOhWAt99+m4SEBC5cuICLi4vD/WrWrGlcV6VKFY4cOWKcT3ux3bt3L82bNydXrlw4OTlx584d7HY7Xl5eVK9encDAwCxfgocMGULJkiXvG/RIb+PGjXzwwQfG8cKFC2ncuDEAYWFhNG/ePMM1Bw4cYPHixRw/ftyhvH///syfP5+ZM2c6LCWZOnUqH374IW5ubpkGPmw2GyNGjKBdu3YO5V999RXh4eE899xznD17lri4OBo3bkxgYCDe3t788MMPHD9+nF27dvHDDz8wf/58XnnlFQ4dOkTlypWpU6cO27dvp169ehw8eBCA8ePH06JFC3r27Jlpf9y4cYN+/foxYcIEI+gAqYGdr7/+moYNG2Kz2Zg2bZpDAMpqtdKvXz9Gjx5tzPgAKFq0KG+//TY9e/bk559/NgJcly5donTp0ri5uWUa+LDb7RQtWtQheCYiIiIiIvJPeSwCHy4uLvdc1pLG1dXV4YUPUpcWdOnShSZNmrB+/Xp69erFH3/8keU9goOD2bFjh0Ng4MaNG7z66qtG0MJms+Hk5MSlS5ccrs2fPz/Ozs5Gjg+73U6uXLmA1L+SWywWbt26ZQRMYmJijPppQYr8+fMza9YsOnTo4DCLw2q14uLiQq5cuQgODmbZsmVAajAgMDAQV1dX5s6dy82bNxk9ejSQGtBIS5xpt9u5desWISEhBAcHZznjIy1vRGbq169PQkICAEuXLmXo0KGYzWYjQJQWYLnb9OnTWbduHb6+vvj7+zucS0xMxN3d3bhHmjt37rBnzx4qVaqU6T3T+jS9W7du8dJLLzFmzBj8/PwIDQ3F3d2dokWL4uLiwrJly2jQoAG+vr5GLpIxY8YwZsyYLJ+RJn0gCFKDDWmBEicnJzw8PHj99dc5f/48zZo1IyAggAsXLjB06FC6detmLLsZPXo0YWFhLFmyhAIFCjjcc9u2bdjtdofytWvXGv3evn17nnrqKWPZUXqVK1fm+++/54UXXmDnzp0sWrSIGjVqAPDWW28BMGjQICB1aU+9evWA1ESsmzZtonPnznz99dc4Ozvj7++frUl8LRaLQ26drMaXiIiIiIhIZh6LOeYmkynTv8ZnVi9NYmIi/fr14+zZs0yZMgXImBfEZrMRFxfncI8lS5YQHh7OgAED2L17N2FhYRQpUsTIL/Hcc8/xxRdfOAQ90mZXxMXFER0dzZ07d+jVqxfvvfced+7c4c6dO0RHR2OxWMidO7fxUvnaa6+RL18+ChQowJYtWxg4cCAtWrSgR48eeHl5OeTByJ8/v5FEcuHChVgsFpo0aULRokVp3Lgx9evX5/z58wwcOJBatWpx4sQJGjRoQJMmTYy++eqrr4xcJdWqVTM+165d4+WXX6ZatWo89dRTPP300/dMAvvHH38wbNiwB0ou+8033zBs2DAgdcZIWo6OtM+KFSsy5F2B1BwUHTt2ZPjw4UZZp06d8PHxoWDBgjRu3NhhGUh0dDTt2rUjICDAyJ8xdepUOnbsaNR58sknmTdvHl26dHFo++HDh418HHd/0s84uZvVauXy5ctGbpTKlStTsGBB+vbty+zZs/Hz82PAgAE0a9aM0qVLA7B+/XoGDRrE5s2bsVqtRERE4O/vj8lkYu3atWzZsoXr168zbtw4ihUrZgRM3nzzTaKjo6lQoQK5c+c2gnzpPw0aNGDLli0UKFDACK59/PHHLFy4kOXLl+Pi4sKBAwdo2LChsYuPs7MzK1as4Ndff6Vly5ZcvXrV+H7NmjXLtE+qVq163989vYkTJzrknfHz8/tT14uIiIiIyOPtsZjx8VckJiaydOlScufOTcWKFY2yGzduGLMOUlJScHFx4ffff89wfVJSEtOmTXOYxXDs2DFOnz5NgwYNHOpu2bKFwMBAcufObQRfYmJiyJUrFx988AG5cuUyyhMSEujduzezZs3i22+/Ne4RGBhIhw4d6N69O5MmTeLw4cN8/fXX9/2eafc9evQoFouFVq1akZSUxIwZMzCZTBmWTcTGxpIrVy5jyQik5t+oWbOmsQzCZrPx7bff8sorr2R43s2bNwkMDGTgwIEOeSwyM3fuXAYPHsz06dMZMGAAdevWzbB0IjEx0WHZRnqzZ8+mVKlSxm+wYsUKY1nJkCFDWLNmDXFxceTJk4fDhw9jsVhYt24dJpOJW7dusWTJkgzbynbp0gW73U7evHmNMnd3dyNAlV5wcHCGwFh6cXFx1KxZk927d1OlShWH39lsNnP79m0uXrxIx44dadq0KZMmTcJkMtGnTx8Afv31V6pVq8b+/ftxd3cnb968mEwmjhw5wpgxYzh58qQx+2PKlCkkJCTg5eXFhAkTGD58OCkpKXzyyScAnD9/nurVq1O9enUjEWt8fDyrV69m9erVRgBlxowZ9O7d2yEha7Fixdi5cyezZ8/Gx8fHKI+NjWX69Om88MILRtmuXbscdu55ECNGjODNN980jqOjoxX8EBERERGRB6bARxa8vb2JiooiJSXFeNnesWMH3bt3z7CsIs2UKVMYN24cPj4+2O127HY7n332GdHR0Tz//PN4enri6upKxYoVSUxMJCEhgaioKFq2bGksKQGIjIzkiSee4NKlS1SsWJF9+/ZlWOJxL0FBQUycOJEDBw4YO8fcS2JiIv3792f06NFERkZy9epVOnTowNChQ2nbtq1DXgdvb29GjRpl5A/ZtWsXoaGhfPzxx0Ydm81mLNFJ76effqJHjx48//zzjBgxIkMejfQiIiJYtmwZa9asoUWLFgwYMIC9e/dm2IJ2x44d9O3bN9N7eHt74+Pj47ClcI0aNRg2bBixsbGsXbsWf39/qlevTqNGjdi3b5+RY2TatGm0adPGCM6kLVWpVq1ahtwpdy+PSu9eM40iIyONHVmSkpLInTu3ca5EiRJcuXKF+vXr89577xEcHGycGz58ONWqVaNQoUIOQZ8dO3bQs2dPnJyciIqKolGjRpQvX55vvvmGvHnzOgRrfvvtNzp37mwsyYqMjMzQt7lz52b37t1Gn5w5c4aNGzcauWri4uLYuHEjHTt2xM/Pj48++uiB+uVBZl+lZzabM53VIyIiIiIi8iAU+LgHk8nE+++/T2RkJAsWLHA4N3LkSJycnBg3bpxRNmTIEIYOHYrJZCI5OZn+/fvj4+PDkiVL6N69O2vWrOHTTz+lfv3693xuWo6OeyVRvRcPDw/effddOnfuzO7duylUqNA962/atIk9e/bQqVMnSpYsib+/P6VKlSIgIIDRo0czd+5cIHW5RNpOJGnbpMbGxnL9+nWHRKEpKSkkJiby008/ObxM22w2+vTpw7Bhw1iwYAHjx4+nVKlSmbapWLFi/Pzzz8Z1wJ+a8XHt2jUjh0hAQIBRXqNGDcLDw4mJiWH//v0OyVTT/js8PJyQkBAOHTpknNuyZQvLly/nwIEDDvlb0kRHR2cITt28eTPLoAykBlNKlChhfI/0iWtdXFyoUKECw4YNo3379g7Xbdy4kcDAQI4fP27MxABo0qQJv//+O0eOHKFTp06cOHEi0+deunSJ3bt3s3DhQqMsIiIiQ+ADHHdcefvtt3n77beNQFhkZCS9e/emZMmSDjsmpde7d28GDx5sHFsslmzN/yEiIiIiInI/j0WOj/SzKe7Hbrcb/71y5Uo+/vjjTKfmv/DCC8yePdthCr6Liwsmk4mzZ8/SrFkz7HY7EydOBKB58+bGFrJt27Zl5cqVREZGZrjv9u3bCQkJYezYsZm275dffiEiIiLTc8nJyXz00UdUqFCB3r17U6FCBRo0aMDRo0cz1I2JieHatWscOnSIwMBAfvnlF2JjYzl79ixbtmxh/vz5LFu2jHfeece45pNPPuHkyZMcPXqUN954g8TERIYPH06tWrXo06cPZrOZmTNncvLkSX7//XfjRTrtRbdp06ZGvo5nn32WhQsXsmHDBod23Z1wNL2scnxk1g8FCxYkISGBbdu2OQQqTp06xZQpU1i5cmWm/Wi32+nfvz99+vQxAhnJycl07tyZmJgYh5ktaWJjY/H09MzQtnfffZdixYoZ973bunXrjASiMTExDrMa4uLi6NatGxMmTHDIl3Lp0iVu3bpl5ON4kBk96SUkJNCjRw86dOhAyZIljfLw8PBMAx9pVq9ezbFjxxyCGPnz5yc4OJjg4OBM/zcWGxvLp59+6tAnmzdv5sknnzTqZNYvIiIiIiIi2emxCXwsW7YMb29v47NgwQImTZrkULZhwwaSkpIAWLVqFT169GD16tU899xzAERFRRnT9GvVqsWWLVtYsGAB7733HpD6stqlSxdq1KhB27Zt+fTTTzGZTFitVlJSUmjYsCFnz57lqaeeYsCAAQ67gaSkpLBo0SJeeOEF5s2bZ8yEcHJyMhJGJicnM2PGjEwTZt6+fZs333yTefPmERISgo+PD6tWraJu3brUqFGDHj16GPfZsGEDFSpUoGjRosY2qVeuXOHixYvcunWL27dvG3UjIyO5ePEikLpUZdCgQZQuXZpNmzaxe/du/P39SUlJYeDAgYSEhPD+++/j7+9PcHCwkQDTarXy1Vdf4eLiYnzKlCnDs88+i6enp1E2fPjwTF+gs5ohcPjwYX7++ecMSypsNhsmk4k5c+YYgYebN28yZswYWrZsSdu2benVqxc1a9Zk7ty5xMfHG9d27dqVdevW8csvv1CzZk18fX3JmzcvTZo0wc/Pjw8++IDLly87PM/b25uBAwdmaN+IESMIDg5m6dKlhISEOAQ2fvrpJw4ePEjDhg2ZPHkycXFxeHl5ER8fbwQHgoKCMJvNtGrVykiG+9VXXxEYGMjZs2fZunUrL7zwAgkJCQ4Bo7t3bElz/vx5nn32WSwWC/PmzQNSE83u3buX1atXG7ls7vbf//6Xbt264e7uzrPPPkvZsmXJkycP5cuXZ8+ePVy7do1Zs2ZluK5Tp06ULVvWoaxq1aps3bqVH374gXnz5nH+/Pn7btEsIiIiIiLydzwWS10++eQTI4njvbzwwgtG4OPHH3/kq6++onXr1gC0a9eOzZs3O8z+qFWrFmvWrDGm/ufJk4d27doxYcIEh7+mR0VFGdu45s2bl/fff5+RI0caL9znzp2jdevWxMbGsmLFClq1amVc++qrr9KxY0fjxdbHx4elS5c6tNtisRAaGkqbNm349NNPjVwOZrOZL7/8kvbt27Nv3z5jycv27dt5/fXXGTFiBBaLhdmzZzNt2jTOnDnD7du3MwQfLly4AKTmeIiLi2P16tXUrFkTSA1qxMTEAFC7dm1++uknjhw5wtq1a3niiSeMOt26dTOWx2Rl6tSp7N27N0N5+m1501u8eDHLly83tt9Nc3egJCEhgcjISIKCgti4cSMmk4mRI0dSvnx5du7c6RCQeOKJJwgKCqJatWoEBARQtmxZSpYsaSyxSevj9Euc/P39HY7Ty5s3LzNnzsRsNjsslzpx4gS9e/emXLlyrF69mpkzZ+Lq6mos7/n+++8xm82sW7eOtm3b8sEHHzB//nw+++wzJk2axJAhQ3j99deJiYmhQoUK9OjRA0jdsWfGjBkZlhCdPn2aWrVq0aVLFz7++GNj15a0ZLMtWrQwkqberUiRIjRu3JjatWtTqVIlypQpQ5kyZYxxtmrVKt5++23eeOMNh6VI6WcL3e3IkSMsXLiQnj17EhgYmGU9ERERERGRv8tk11zzB3L48GFSUlJ46qmn/nRyxgfx3//+lyZNmhjJLv+sS5cuGfkiHhcpKSkOOSju5e4cGn/VrVu38PHx+UfGAKQGmfz9/R0CCFarleTkZNzd3blx4wYuLi4kJSXh7e2Nm5sbVqvVmPVy9uxZfvvtN1q2bJlhLF2/ft0hUW12unnzJvnz5/9H7n236Ojo1G1tB6/EyZz7/hfcQ9ikNtnUKhERERERedjS3g2ioqLw9PTMsp4CHyLyr6LAh4iIiIiIwIMHPh6LHB8iIiIiIiIi8nh6LHJ8iEjOc3xsy3tGdUVEREREREAzPkREREREREQkB1PgQ0RERERERERyLAU+RERERERERCTHUuBDRERERERERHIsBT5EREREREREJMdS4ENEREREREREciwFPkREREREREQkx3J51A0QEfkz7HY7ANHR0Y+4JSIiIiIi8iilvROkvSNkRYEPEflXuXnzJgB+fn6PuCUiIiIiIvK/ICYmBi8vryzPK/AhIv8q+fLlA+DSpUv3/MdN/p7o6Gj8/Py4fPkynp6ej7o5OZb6+eFQPz8c6ueHQ/38cKifHw7188ORk/vZbrcTExNDsWLF7llPgQ8R+VdxckpNTeTl5ZXj/uH+X+Tp6al+fgjUzw+H+vnhUD8/HOrnh0P9/HConx+OnNrPD/LHUCU3FREREREREZEcS4EPEREREREREcmxFPgQkX8Vs9nMmDFjMJvNj7opOZr6+eFQPz8c6ueHQ/38cKifHw7188Ohfn441M9gst9v3xcRERERERERkX8pzfgQERERERERkRxLgQ8RERERERERybEU+BARERERERGRHEuBDxEREREReazduXOHX375hdu3bz/qpuRo6md5VBT4EJF/jePHj1OrVi18fHwYNmwYys2c/QYNGoTJZDI+ZcqUedRNylFu3LhBqVKlCAsLM8o0rrNfZv2ssZ291q5dyxNPPIGLiwvVqlXj1KlTgMZzdsuqnzWes9eqVavw9/cnODgYX19fVq1aBWg8Z7es+lnj+Z/z3HPPsWjRIgB27txJhQoVKFCgAJ988smjbdgjoMCHiPwrWCwWnn/+eWrUqMHBgwc5efKk8Q+5ZJ+DBw+yYcMGbt++ze3btzl8+PCjblKOcePGDQIDAx1exjWus19m/Qwa29npwoULBAUFMWnSJK5cuUK5cuUIDg7WeM5mWfUzaDxnp6ioKPr3789PP/3EsWPHmDNnDsOGDdN4zmZZ9TNoPP9Tli5dyubNmwG4fv06bdu25ZVXXmHv3r0sXbqU7du3P+IWPmR2EZF/gTVr1th9fHzscXFxdrvdbj9y5Ii9fv36j7hVOYvVarV7enraY2JiHnVTcqRmzZrZZ8yYYQfsoaGhdrtd4/qfkFk/a2xnr3Xr1tnnz59vHP/444/2XLlyaTxns6z6WeM5e126dMm+ZMkS4/jo0aP2vHnzajxns6z6WeP5n3Hz5k174cKF7QEBAfaFCxfap02bZi9fvrw9JSXFbrfb7d999529S5cuj7iVD5dmfIjIv8LRo0epU6cOuXPnBqBq1aqcPHnyEbcqZzl27BgpKSlUq1aNXLly8dxzz3Hp0qVH3awcY8GCBQwaNMihTOM6+2XWzxrb2SswMJDevXsbx2fOnKFs2bIaz9ksq37WeM5efn5+dOnSBQCr1cq0adNo3769xnM2y6qfNZ7/GW+99Rbt27enTp06QOr/32jSpAkmkwmAp59+mkOHDj3KJj50CnyIyL9CdHQ0pUqVMo5NJhPOzs5KjpWNTp48SUBAAIsXL+a3337DxcXF4f90y9+Tfvym0bjOfpn1s8b2PycpKYmPP/6Yvn37ajz/g9L3s8bzP+Po0aMUKVKETZs2MXPmTI3nf8jd/azxnP22b9/Otm3bmDx5slF293j29PQkIiLiUTTvkXF51A0QEXkQLi4umM1mhzJ3d3fi4+Px8fF5RK3KWbp06WL8NQYgJCSEUqVKER0djaen5yNsWc6lcf1waGz/c8aMGUOePHkIDg5m1KhRGs//kPT97OrqqvH8D6hatSpbtmxhyJAhBAcHU7p0aY3nf8Dd/bx69WqN52yUmJhInz59mDt3Lh4eHkb53f9/I20sP04040NE/hXy5cvH9evXHcpiYmJwc3N7RC3K+QoVKkRKSgp//PHHo25KjqVx/WhobGePH3/8kTlz5rBs2TJcXV01nv8hd/fz3TSes4fJZKJGjRp8+eWXfPvttxrP/5C7+/nOnTsO5zWe/55x48ZRq1Yt2rRp41B+93h+HMeyAh8i8q9Qq1Yt9u7daxyHhoZisVjIly/fI2xVzjJs2DCWLVtmHO/duxcnJyf8/PweYatyNo3rh0NjO/uFhobyyiuvMGfOHCpWrAhoPP8TMutnjefstXPnTmN3EQA3NzdMJhMVKlTQeM5GWfXz2LFjNZ6z0bJly1i7di3e3t54e3uzbNky+vfvz5dffukwng8fPkzx4sUfYUsfPi11EZF/hYYNGxIdHc3ChQsJCgpiwoQJNG/eHGdn50fdtBzjySefZNSoURQuXJjk5GQGDhxIt27djMRukv00rh8Oje3slZCQQGBgIO3ataN9+/bExsYC8Mwzz2g8Z6Os+rlq1aoaz9moXLlyfPrpp5QtW5ZWrVoxatQoWrRoQevWrQkODtZ4ziZZ9XONGjU0nrPRzz//jM1mM46HDh1KnTp16N69O35+fmzdupVGjRoxefJkWrZs+Qhb+gg86m1lREQe1Nq1a+25c+e258+f316wYEH7iRMnHnWTcpx33nnH7uXlZc+XL5990KBB9tjY2EfdpByHdNus2u0a1/+Uu/tZYzv7fPfdd3Ygwyc0NFTjORvdq581nrPXli1b7BUrVrR7eHjYO3ToYL927Zrdbte/z9ktq37WeP7nvPbaa/aFCxfa7Xa7fe7cuXZXV1e7j4+PvVSpUvbIyMhH27iHzGS32+2PJuQiIvLnRUZGcujQIerUqUP+/PkfdXNEsoXGteQkGs+Sk2g8S04SGhrK6dOneeaZZ8ibN++jbs5DpcCHiIiIiIiIiORYSm4qIiIiIiIiIjmWAh8iIiIiIiIikmMp8CEiIiIiIiIiOZYCHyIiIiIiIiKSYynwISIiIiIiIiI5lgIfIiIiIiIiIpJjKfAhIiIiIiIiIjmWAh8iIiIiIiIikmMp8CEiIiIiIiIiOdb/AX5pUBUP7skjAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dt.groupby('车队')['ID'].count().sort_values().plot(kind='barh', figsize=(10, 5), rot=0)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T17:31:20.487528Z",
     "end_time": "2024-07-11T17:31:20.660336Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-07-11T17:31:20.662447Z",
     "end_time": "2024-07-11T17:31:20.664459Z"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
